{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# VoxelMorph Tutorial : 2D MRI Example\n",
    "\n",
    "##### Reference : https://colab.research.google.com/drive/1WiqyF7dCdnNBIANEY80Pxw_mVz4fyV-S?usp=sharing#scrollTo=hDzrcDyTPXNm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"seaborn\")\n",
    "import tensorflow as tf\n",
    "import voxelmorph as vxm #registration\n",
    "import neurite as ne #medical image analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Data Check"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train Shape : (208, 192, 160), Test Shape : (141, 192, 160)\n"
     ]
    }
   ],
   "source": [
    "# From https://surfer.nmr.mgh.harvard.edu/pub/data/voxelmorph/tutorial_data.tar.gz\n",
    "tutorial_np = np.load('./data/tutorial/tutorial_data.npz')\n",
    "x_train = tutorial_np['train']\n",
    "x_val = tutorial_np['validate']\n",
    "\n",
    "# Check Shape\n",
    "input_shape = x_train.shape[1:]\n",
    "print (\"Train Shape : {}, Test Shape : {}\".format(x_train.shape, x_val.shape))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "(<Figure size 1080x216 with 10 Axes>,\n",
       " array([<AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>, <AxesSubplot:>,\n",
       "        <AxesSubplot:>], dtype=object))"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Visualization\n",
    "idx_vis_num = 5\n",
    "idx = np.random.randint(x_train.shape[0], size=idx_vis_num)\n",
    "ne.plot.slices([sample for sample in x_train[idx]], cmaps=['gray'], do_colorbars=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data Generator Function\n",
    "def vxm_data_generator(x_data, batch_size=4):\n",
    "    # Data : [M, H, W]\n",
    "    \n",
    "    # Generation\n",
    "    # Input : moving-img [N, H, W, 1], fixed-img [N, H, W, 1]\n",
    "    # Output : moved-img [N, H, W, 1], zero-grad [N, H, W, 2]\n",
    "    \n",
    "    # preliminary sizing\n",
    "    vol_shape = x_data.shape[1:] # extract data shape\n",
    "    ndims = len(vol_shape)\n",
    "    \n",
    "    # prepare a zero array the size of the deformation\n",
    "    zero_phi = np.zeros([batch_size, *vol_shape, ndims])\n",
    "    \n",
    "    while True:\n",
    "        # prepare inputs:\n",
    "        # images need to be of the size [N, H, W, 1]\n",
    "        idx1 = np.random.randint(0, x_data.shape[0], size=batch_size)\n",
    "        moving_images = x_data[idx1, ..., np.newaxis]\n",
    "        idx2 = np.random.randint(0, x_data.shape[0], size=batch_size)\n",
    "        fixed_images = x_data[idx2, ..., np.newaxis]\n",
    "        inputs = [moving_images, fixed_images]\n",
    "        \n",
    "        # prepare outputs (the 'true' moved image):\n",
    "        # fixed_images : not used, just dummy data\n",
    "        outputs = [fixed_images, zero_phi]\n",
    "        \n",
    "        yield (inputs, outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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84QvluzPOOAMejwe//du/jT/5kz/5pW0iXvSiF+Guu+7C1Vdf/YTbfPnLX8bCwgI+//nPw+fz4dd+7dfw4Q9/GDfeeCM+//nP4zOf+Qza7TYsy8JnPvMZbNiwAVdddRX27duHl73sZSPFKe+66y785m/+5iG308DgqYxPfepT6Ha7+PSnP41+vw8AeMYznvGE8wIn3vKWt+DTn/40rrjiCvR6PezYsQMf/vCHEY/H8Za3vAWvf/3rEQwG4fF4RjKaDAyeDC5rFP/O4KTE97//fRQKBaE5XnfddQgEAvijP/qjE9wyAwMDAwODUwOf/vSn8cY3vhHZbBbz8/OizRCPx090004Y9u/fj3e84x244447jlsqQr/fx8tf/nL87d/+LbLZ7HE5p4GBgcGpCuNUGCMsLi7ife97HwqFAvr9Pp72tKfhox/9qJRXMjAwMDAwMDi2+Lu/+zvceuut8Hq9sCwLb33rW/GiF73oRDfrhON//+//DZ/Ph1e/+tXH5Xxf+tKXEIvFDkuw0sDAwMDgyGCcCgYGBgYGBgYGBgYGBgYGBkcEI9RoYGBgYGBgYGBgYGBgYHASYDAY4I//+I/xqle9Ctdccw0ef/zxNdusrKzgxS9+sYh2tlotvP3tb8fVV1+N3/u93xOR4G9961t45StfiVe96lW4/fbbj7hNxqlgYGBgYGBgYGBgYGBgYHAS4M4770Sn08Ftt92GP/zDP8T1119v+/6uu+7CG97wBuTzefnsK1/5CrZv346///u/xxVXXIEvfOEL6Ha7+NSnPoW//du/xS233ILbbrsNy8vLR9SmJ63+YOr6GpyqMFlBTw5jGwxOVRjb8OQwtsHgVIWxDU+Oj33sYye6CQYGJwQf+chH1v2Y9913Hy666CIAwLnnnisliAm3240vfvGLNk2Z++67D29605sAAM9//vPxhS98Abt27cLs7CwSiQQA4IILLsAPf/hDvOQlLznsNpmSkgYGh4BDmSyYybSBwakHYxsMDAxGwdgGAwODUVgP21Cr1RCNRuV/j8eDXq8Hr3e4tL/wwgtH7kPx/kgkgmq1avuMn9dqtUO6DieMU8HA4BBgJgcGBgajYGyDgYHBKBjbYGBgMArrYRui0Sjq9br8PxgMxKFwKPvU63XE4/E1x6nX60dcNdBoKhgYHAIsy/qlPwYGBqcejG0wMDAYBWMbDAwMRmE9bMP555+P733vewCA+++/H9u3bz+kfb773e8CAL73ve/hggsuwLZt2/D444+jVCqh0+ngRz/6Ec4777wjui7DVDAwOASYwd/AwGAUjG0wMDAYBWMbDAwMRmE9bMOll16KH/zgB7jqqqtgWRY++clP4otf/CJmZ2dxySWXjNzn1a9+Nd773vfi1a9+NXw+Hz73uc/B5/Phfe97H974xjfCsiy88pWvxOTk5BG1yWU9yZUZWpbBqQpnt+h2u790H5/Pd6ya85SDsQ0GpyqMbXhyGNtgcKrC2IYnhxFqNDhV4RRqHFfbYJgKBgaHABNxMDAwGAVjGwwMDEbB2AYDA4NRGFfbYJwKBgaHgHE1AAYGBkcHYxsMDAxGwdgGAwODURhX22CcCgYGh4DBYHCim2BgYPAUhLENBgYGo2Bsg4GBwSiMq20wTgUDg0PAuHoVDQwMjg7GNhgYGIyCsQ0GBgajMK62wTgVDAwOAeNqAAwMDI4OxjYYGBiMgrENBgYGozCutsE4FQwMDgHjagAMDAyODsY2GBgYjIKxDQYGBqMwrrbBOBUMDA4B42oADAwMjg7GNhgYGIyCsQ0GBgajMK62wTgVDAwOAeNqAAwMDI4OxjYYGBiMgrENBgYGozCutsE4FQwMDgHjagAMDAyODsY2GBgYjIKxDQYGBqMwrrbBOBUMDA4B42oADAwMjg7GNhgYGIyCsQ0GBgajMK62wTgVxgxut3ts65+eSIyrATA4teD1euH3+xEKheD3+wEA5XIZjUbjBLfs5IWxDQbjAGMb1h/GNhgYGIzCuNoG41Q4RnC73Wv+7vV6R308/g4Gg3I8pyNhMBig0+kc8bkM1sI4agzWC263G16vF4PBAOFwGADQarWOSZ/luQAgEokgGo0iFovB7/cjEAgAAKrVKjqdDur1Oubn58XGmHf+0GDuk8F6wdiG8YK5TwYGBqMwrrbBOBWOAfx+P6LRqO1/AFhZWRFHwOG+UOFwGNFoVPZzu91otVryv/N4fr8fg8FAzmecDEeHcfUqGhwbeL1ehMNheDweAEC327V9z0k7J+k+nw9erxe9Xg/FYlG2O5qBx+122xYO+n8uIAAgl8uh1WqhWCwiEolImx599FHDfDoEGNtgcDgwtuHUgbENBgYGozCutsE4FY4SmkFA54Hf74fX67VFHQAgGo2i1Wqh1+vZFvxPBlISg8GgHJPw+/1oNBrodDq2z3k+r9crkwZOSnhug8PDuBoAg/UFo4sbN25EOp1GpVKxfR+LxaQvtttt+b7b7cLtdqPT6SCVSkm/zefzNgfhE/VdbX/4P39CoRAAIJVKYWpqCtPT00gmk/D5fACGDsdisYh+vw+XyyXH2LFjBx577DFxSB4N02qcYWyDwaHA2IZTD8Y2GBgYjMK42gbjVDhMOBf12sPP77xeL2KxGJLJJEKhEFqtFgCgWCyiWCyKY4ED/SgWAY+VzWbFoZBMJpFMJuUcAFAqlVAqlWQCQqrkYDDAYDCwtYmRBR1hMA6GQ8O4GgCDo4ff70ckEkEwGJRJOh1+sVgMqVRKIn9kMHU6HbRaLRQKBQDA8vKy2AVtY7Zs2YJwOIxerydU5Gq1CgBiV4Bh/45EIgCAdruNQCAg+dHpdBoAsHnzZkxMTCAejyMUCsl5ut0uvF4vOp0OLMuS4wYCAZx22mno9XooFArI5/PH7B6ezDC2weCJYGzDqQ1jGwwMDEZhXG2DcSocIjjIhsPhNXoJjAQkEgkAQ8rg1NQUcrmcRB4AYH5+Hnv37sXS0hIajcYa7z6dCzMzMxLV8Hg88Pl8mJqawtatW7FhwwYAQ02FcrmM5eVlLC4uYnFxEcBQWEk7FnQkYTAYiCOEcLImNPPCpEysYlwNgMHhIxwOyyQ9GAwik8kgm82i3+8LlTkcDiOXy2FmZga5XE76VbPZRL/fR7PZRLPZlH7e6/VQKpXQ7XbFIcjjRKNRhEIhbN++HZ1OBwcOHAAAFAoFm15Ls9kEMMyPzmQymJiYkN8AkEwmEQgE4PF4EAgExDHZ6/Xg8/ng8/kQDodRLpcBDO1Rv99Ho9GQbQ3WwtgGA8LYBgMNYxsMDAxGYVxtgxkNDAwOAeNqAAwMDI4OxjYYGBiMgrENBgYGozCutsE4FZ4EOnWAqQrhcNiWMuD1ehEMBpFMJjE9PQ1gNWeSNEJnZOHgwYNYWloS0aVWqwW/349er4dwOIyzzz5bIgulUgmpVAqbN2/Gpk2bJP2BaQyhUAjxeBzxeBwAsLCwgOXlZWEe8He320W3213DTNC5mGwfMKQ37tq1y0ajPJUxrgbA4PDg9/ttEb5QKIRgMAi3241YLIbJyUkAEMqzzpMGIFFATYcG7HTlTqeDdrsNYGiDGD1kxHBmZkbOUa/XxRaw9Fsul8PGjRsxMTEhKVgA4HK54PP5hPqsI5lM4UokEkKhLhQK8Pv9krKl07gMVmFsgwFgbANgbIMTxjYYGBiMwrjaBuNUeAI4hReBVQcC/49EIojFYshms5icnJT8xHA4DJ/PZ6vUwOP4/X74fD54PJ41C3/mNfp8Phm8U6kUtmzZgpmZGSSTSaEaUpwxGAyucRJwIgOsaiZ0Oh10u100m020Wi1xWrTbbXQ6HUmX4OTDsixEo1EEg0EAqxObU9XJMK4GwGAt2Pf1xL7f7wsFeHJyErlcDgAkBzkUCmFmZkaU29lPvF6vTPgJTvSZ2gQMbUk6nUYwGESr1RKqtM/nQzQaRSQSgdfrRbPZlD7a7/eRTCYRi8UQjUZtdimVSiGRSNi0XgKBAILBIILBIAKBgNgMLj58Ph+CwaA4KCcnJ5HP57F37170+31pfzAYxPz8/Drf9ZMXxjacOjC2wdiGw4GxDQYGBqMwrrbBOBUc0JoDXMAPBgMZgLV2QiaTQTqdRiaTkQkEsBpx0PmPAIRZkE6n0Ww2xXHQbDbR6/XQarVQqVTE8cBzTExMiJiT1kjQOgicNMRiMYk6sBSVvhYeg9GOarWKarWKYrGIUqkkn7fbbUSjUVtuJQDUajWsrKyccgKPp9r1nqpwu9143vOeJznQ9XpdPg+Hw0gmk0gkEpLvnEgkkEgkEIlEhG0ErDoQQ6GQKLQDEJtAe0KBVZfLhUgkIlFCOvNYdg5YdQDy3Js2bcLU1JRsy8+5H+vN83v+7Swnx0VRu9222Syfz4fJyUlxXHIx4/V6EQqFMDc3t0YQ7lRUgTe24dSAsQ3GNhwujG0wMDAYhXG1DcapgLVlIZ0DIEszkqnASMT09DTS6bStBBO35//aG6UrL2QyGRE9KpVKqNfr4ljw+XwSEchkMiLGBKxOJOhEYDs5CeDEgBUjuF0gEEC/34fH44HH45F2dbtdtFotNBoNFAoFlEolAENnAxWnuR8AiXrMzc0d/Y0/iTCuXkWD1f4/PT0Nt9uNfr+PUqmEwWAgfX1qagqxWEzKu2azWQCr/S0QCKDb7doU3iORiEzmyQzq9/uyANBq7j6fD5ZlyQKCjstAICC2gYsYLgRoG+g8pEAcEQwGEQ6HbVHVUChkKznLc7fbbXg8HmEsAZDFgsfjkSgmMFzApFIp23mAobNyYWEBg8EAgUDglKFCG9swvjC2wdiGo4GxDQYGBqOwHrZhMBjgox/9KB555BH4/X5cd9112Lx5s3x/++2349Zbb4XX68Vb3vIWXHzxxfjEJz6Bhx9+GMCwLHE8Hsftt9+O6667Dj/+8Y9lrPjCF74gwezDwdg7FegM0KkI/HmisovcznkM0hIJevT7/T4sy5IF/GAwkP91fWiyC9xuN9rttkxKnPWqNc2Q9EZSJ9muTqdjc4A4qZX6Ovm/x+OR6AjBe9Dr9ZDL5YQ9QUdHo9FYM5lIJBKoVCqo1WpH8khOSpjJwfiC7/b27dvRbDbR7XalZjtzlHWkj4sCAEILZv/jZJwOSp/PB7fbLdvX63V0u12bGjxBhhHTqniuYDCIdrstudbcL5FIIBQKSXRQ9+tAICCLBl26lpFRt9stjk+qynM//s1c6Xa7jUajIQuXRqMhiyq9KKFiPVlSO3fulMXDuHrlAWMbxhnGNhjbcDQwtsHAwGAU1sM23Hnnneh0Orjttttw//334/rrr8fNN98MYOgwuOWWW3DHHXeg3W7j6quvxoUXXogPfvCDAIa2/eqrr8bHP/5xAMDPfvYz/PVf/7Wk8R8p3L98EwMDA8uyfumPgYHBqQdjGwwMDEbB2AYDA4NRWA/bcN999+Giiy4CAJx77rl46KGH5LsHHngA5513Hvx+P2KxGGZnZ4WhAAB/93d/hwsvvBBnnnkmBoMBHn/8cfzxH/8xrrrqKnz1q1894usae6YCaX5ayJDMg16vJ551ADbWgq7aQIaB1+tdkyfo9Xpt7AXuy++0YCOP7/V6EYvFhCaYSqVQr9fl2C6XS6IbwWBwzTGAYUSg1+vB5XKh1+vZIhtkSOj0B4/HA6/Xi3A4bNONIFOh3W7D6/VK9YfJyUm0223UajXUajVbqkav18Ppp5+Ohx566JTJkzSD/3hi8+bN0n8PHjwIr9eL2dlZbNmyBVNTUxKFdLvdwjKKRCK2/GhGBZlfDNjTknQ61WAwEHqzfqd0bXvmYnP/RqOBdrttU4nntsFgUKjUPAYjkMydJqrVqi3qqHVWyMTSdo9isIPBwCbGxnzwmZkZ5HI5sSWtVgsrKysoFAoAgLPOOgs7d+4EMFSFpx7MuMHYhvGEsQ2Q8xjbcGQwtsHAwGAU1sM21Go1WbMBkAIAXq8XtVrNlr4QiUSEXd7pdHDrrbeK86DRaOA1r3kN/vt//+/o9/t47Wtfi2c84xl42tOedthtGjunAqkbHAg5uHJy4HK5YFmWLJiplkzoRbJOgWCKgF78A5DSULo0Ix0HgUDAJnrE4zurQgAQrQPSHDlhicVikhfp8/lkAO/1ejZBR31M5i1SAwKAVJxwlqvifqFQyDY5GQwGiEajiMViaDQako5ByqbL5cLMzAwWFhbGdkKgYSYH4wVO6DUFOB6PY8OGDZidnUUmk7GVVgMgtGDuCwwdgiwNp2m8dNx5PB7bZJzOO20TeGwuQqjOzs91SpPel+lMiURC2sBr09fFc8diMemrzlQvLSSnxVq5jcfjkYXJxMQEtm3bhm3bttlytavVKvL5PHbv3o1CoYBms4ktW7bI+fL5/FjaCmMbxgvGNhjbsF4wtsHAwGAU1sM2RKNRST0DVosKjPquXq+Lk+Gee+7Bs5/9bPk/FArhta99rawNn/vc5+Lhhx82TgVgqHoMQHINo9GoCCkBsOUQFgoFzM3NSW4fRY/oQHCWZeSgTVYASzHq8o7A0HFB6IGe+gvcf5RzwbKsNVUj6FDQStFut1vyILWTgO1yuVy2c4dCITkGWQwEj+n3++Ul1JEXMin0NTQaDczOzqJSqYzlZMAJMzk4+cF+9vSnPx2tVmuNpko4HEYsFkMsFkMikbBN+Knwzv8zmQyAoRPT4/GIs4/HovPSCTo3yS7STsxAICAMJi4cRjk5nRVlmFvtFIt1iq7RyakHHr0tf9ifO50OqtUqyuUyWq2W2NDp6Wls2rRJ/me7EomETfuFNeyBoV0OBALYu3fv2OVQG9tw8sPYBmMbjgWMbTAwMBiF9bAN559/Pr797W/jsssuw/3334/t27fLdzt27MCNN94o4r+7du2S7++++248//nPl2337t2LP/iDP8DXv/51DAYD/PjHP8bLX/7yI2rTSe9UcLvdyGaz8Pv9thKIPp8PMzMzmJ2dxeTkpHzOKEGn00GtVsP09DSWlpYADKn9xWJRyizqxbIWPST6/b44ITQjgQwCnX4AYA21UXv6qbKsj8ltKJDUbDbFgZBMJoXmEgqFZMD2+XwolUrSHp6f/zs/1xMGsivYJk155LUlEgnkcjk0Gg3s3bsX0WjUJt40rg4GMzk4eeF2u5FKpWx9KpFIiKq6npyTJcQycDpix+iiVlPnNkxRcgq96oovwOoknX1cOxzj8bgsWshUWllZEbE3Lnb0PoFAQFhIugwcsEqF1vRkirk5WVi0M81m0xY5rVar4lDkYoYlbrWt1fd6cnJSyuQSvV4P8XgcqVRKKNDjguOh4sxt3vzmN+OSSy7Bq1/96qM+p4GxDcY2HFsY22BgYDAK62EbLr30UvzgBz/AVVddBcuy8MlPfhJf/OIXMTs7i0suuQTXXHMNrr76aliWhXe+851i9/fs2YMrrrhCjrNt2zZcfvnluPLKK+Hz+XD55ZfjjDPOOKI2nbROBR1BOP/888XzTbbAzMwMNm/ejOnpaQSDQRutHxgO+Ol0GtFoFFu3bgUwZCosLS3h4MGDWFhYkPKKjMb3ej10Oh3xsHMR3e12bZUeWPOZi3ieWx9DH4eTF6374ExnIBNCOwlYqYHXQ7RarTXOg0AgIFELJ1OBbXI6QXget9stzozBYIBkMolarYbl5WVbioVmeDgjDid7BMI4FU5u7NixQ/oLU6KazSby+bzYkg0bNki1FaYJOdOHCKeOCqG1T+jwA2BLmQJWnYVcgMRiMeRyOcnB5mS/2+2KrWAVFm0bqM5ORyn34WS+3+/bcqW1c9FpE7m9vhZWf/F4PLKYoap8JBKxlc/t9/vC0spms6jVanLdvV4PwWAQk5OTKBQKYn+crKyTEcdaxZm48cYb11QKMjh6GNtgbMOxgrENBgYGo7AetsHtduPaa6+1fbZt2zb5+8orr8SVV165Zr+//Mu/XPPZm970JrzpTW866jadtE4FA4PjiZN9cmNgYHBssB624clUnAHgm9/8Jlwul2xjYGDw1IexDQYGBqMwrmuKk86pEAwGkU6nxZs9MzODdruNUCiE6elp5HI5AENveCqVEk85t6cH3uVyiTAio/PUJ0in09i6dSsOHDgAAJibm8Py8jLK5TJ6vZ6IFVEbgakOpJaQ9khNA0Y7qEfAags6GsA8SsuybGkEWimaTAP+3+l00Gw2pU41MGRudLtdiTzoc3N/nWNJ9WbNiABWNRv44vNaSQ/tdDooFovI5/OiKMrn41SK5nXo451sMEyFkw9ut1tyyBqNhlBG4/E4er0eyuWy5JsBEM0R9ttYLGZjBnU6HdTrdVu6ke4v7MeAPfqoI26BQAChUEiEVhmtpKCa3+9Ht9sVAVmyltj/+v2+tJfnYwRRV3pxu91ip9hG/k+xVX7O/3u9HlqtllCaGQXt9Xq2yCnZTqlUysZ40hoz1GFhBLharQqLiTnUwNC2OqOsJxuOtYrzo48+in/+53/G5z//efz5n//5UZ/LwNgGYxuOD4xtMDAwGIVxXVOcdE6FbDaL5z73ubKQpXFlTl4ymQQAoePphT8AWy6kzmHk/yy7OD09LYJLzBHkgM7tWZaJAykX9oRTPIl6Ckx14EDeaDRkwPb7/Wi1Wmg2m9J+qkJroSRgdQGvUyei0Sg2b95sE5tiW0ZVi+Ckg5oOuu3aOaApneFwGKlUCqlUSuiOvLdMhwiFQkJ35HWXy2WZWAA4qZwM42oAxhH6fcxkMvD7/ZiYmMDGjRsBDCfpXq8XxWIRHo8Hc3NzAOyLAL2I0HC73eKE4/+6bzjTh7iNdlzyty71lkqlEA6H4fF4bLnL3W5XaMzA6uIGWF2EsE87c7ydGjAAbNosvDZeE20SFz3VahXNZhPdbldE6oDVsnShUMgmUNdoNNBsNkVAlvYJgJTvpV2irclkMiL25na711DBTwYcaxXnr3/961hcXMTrXvc6HDx4ED6fDxs2bLAJLRkcGoxtMLbheMLYBgMDg1EY1zXFSeVUyGazOOOMMxAMBsVp4PP55P94PC5ebp2X1+12ZXAnc4AaA9yGv/XAyfKUHLz7/T6Wl5dtkQgOjFpTwVk5QosSkTHg9/tlIJ6amoLX68Xy8jJarRa8Xq8syEOhkM0xoCcyfr/fps3Ac+uqD3oy4ff7pe1OzQZn1QntqNATEI/HIyyIZDKJdDot1TOAYS3UWCyGZDIp3vVer4dqtYpYLIZarSadqd/vY+/evU/4vJ9KGFcDMG5wu9145jOfKf+7XC5ks1ls3LgRk5OTACDq7X6/H7VaTSZs7KtkADWbTVtZNFZU0eJjjPwBw/dZf0c7oO1EKBRCNBpFOByWkm/AcOHQ7XYl+seJNfu2FlTV/ZElbUctcoDVSCOPAUAWJlogjpN2Hfkke6rb7Uq/BoaTXM0W4/HZFiKRSIhjtlgsYnl5WRhauirN1NQUgsEgOp0O9u3bJ206WXKEj7WK83ve8x75+6abbkI2mzWLhiOAsQ12GNtw7GFsg4GBwSiM65ripHEqTExM4Nxzz8UZZ5wBr9eLVCoFAMIOcHrf9aLZ6ZXX/+vBVi+8dXpCKpXC1NSUqBbTQcFJAxfazmPp1Ae2qdvtSqoEJyVTU1OYnJzE/v37sbKyImwJHkdfiz4+Jx7ValWYG1qkUbdJt0VPPuhEeTKaodvtlvboa+EEghOvfr+PZDKJZDIpFFGiXq+jUqmgXC4LC6PZbCKbzWJ5eXnNOZ9qOFoDYBScjz2i0SgSiYRMupPJJLZu3YqZmRlh1gBD5tFgMECr1UI4HBZnYLfbFVpuKBSylWplX+fCgO+wdkgCq+lKepLvZBjFYjG43W5Rkdegk5AU52q1isXFRaFjBwIB6YtOYVUnZdnZNto3Okid9kSXmtP7OcVdI5GICLE5wdSqwWAgJfCAIbuJNPFgMCifUyy31+uhVCrJQqPdbmPXrl1CjX4q43ioOBscHYxtMLbhRMDYBgMDg1EwToUTjFwuh61btyIajSIajUqaA8stcqDUtH4+NEYRCF1dQVPJuJgn/VDnLqZSKaHocQGvnQu6CgL340RjVG6l1+u1USNJOUwkEmg2mzamBQd1zUDQTgLNZqAiM++Nk1qpoxoApHSWc3LD8zqdI7pudSKRwIYNG2SC5fV6kUwmkUqlbPcfgKSOVCoVzM/PAwDy+TwmJydlovRUToU4WgNgFJyPPU4//XR4PB5xZm3YsAHZbFYWAfw8Fouh3W7LZFhXXSmXy6hWq7aIJbDaxxmtZNoQ333mL+v3RPcbzWhiCVmtAM/z9Pt91Ot1cdTVajUsLS2hUCggEAgIS4hg5NS5gPD7/WsU3LlY0uViNZhKRTtQr9eln/OH90/bE7Kf+D/31/ZKl9hNpVI488wzAQCzs7Pw+/0olUrYv3+/VNzxer04++yzsXPnThSLxad0qdrjoeJMvP3tbz/qc52KMLYBci5jG44fjG0wMDAYBeNUMDA4hXG0BsAoOBsYjCfGdXJgYGBwdDC2wcDAYBTG1TY85Z0KjP7rqgeJREJSB8gEYDUEevE1G4FquYT2xDuFGoFVfQTNFuCxKaYIDJkAjFLo9AB+r4WT+Dlpfq1WS+iSWpgIGEYgdFsoehSJRNawI9huajA4tRL0tXHfYDAo0RQdMdA6CvT+a/FFfb/cbjei0Sg2bdok+ajMKfX5fDaaJlMr/H4/4vG4jQ7a7/exZcsW1Go1EcV6KkYejtYAGAXnY4sdO3YAGL6DmzZtAgBs3LhRaLaZTAYTExMAhu9/sVi00YCBYW6vz+fD1NSU6KvofgAMo4V+v18ozjpPGlh9dzudzsg0K7/fj0gkIn1e94V6vY5isYhyuYyVlRUAQwX0vXv3olKpYHp6Gi6XS/Zh+/ijz+f3+9cwfzTzyOfzSX60pmMzGsrjs59HIhEbI0lHWnlvdI37crkswqz6HKFQCLOzs5IXPDMzA7fbjUwmA5/Ph507dwKAVJWhbVlcXHyiR3/CMa6Tg3GBsQ3GNpwoGNtgYGAwCuNqG57yToUNGzbI72aziUAgYCuJyBKJFC3kIFav19FqtYTSR1EjrcjsFDbiQBuNRm0DbzgcRrPZRCaTQa/Xk3MzF5ADqV7Qa4cCF/Aej0dEmEYpQVOoyZmewd/9fl/aTkVmAKKfAAzTRBqNBtrtNrrdro2KSGqjk4rJ77UTwllyitACTD6fz7ZQ1uke2nFDgal+v49wOCzH4DPq9XpIJpNCb9TX/1TB0bbHKDgfO7D/J5NJTE5OYmpqCsCQipvL5SRnmo4/vl9832kb+D42m03U63XUajXp6z6fT8TWnHRiJ43ZCd0/ObEm5Zf9rVqtolgsYnFxEQsLC5Ii9PDDD2Nubg5ut1sE27RNYGpXv9+3lX2loNtgMLBVvuE71+12bYseXZZOp0Z5PB5EIhG5xwBEq4V0a+2UBCAlfqn4DgwXAp1OB9FoFKlUSujm3D+RSGDLli02h2KxWES327Wd+6nocHyq2SqDVRjbYGzDiYSxDQYGBqMwrrbhKetUmJqaQiKREA94o9GwsRW0dz8Wi8Hj8UhEHxgu+Gu1mk3EkLAsC91uV0oucdHPCQUXx7r8ItkFiURC2uHz+ZBKpYQ1wYGT7SArgSBTgS+T9tRTIEkzCDR0PiP34cLUqRfB3Ewnm4EiSTyHPpaeMOhjNZtNuRZgleXQ6XTWCFESdEjofFQ6RLRCdqfTkXOUy2VhagwGg6ectsDRehWNgvOxw+TkJKLRKDKZDFKpFOLxOIChgy2TySCdTtuYRJ1OxybEyoWDjuz1ej1h/wBDXRat5s5+1W63beJnTjGzUChkK5+mo5tu92q9+Gq1iuXlZRw4cAAHDhzA7t27AQB79+4V0TguaJi/PErAVZ8bsLOlnBN87kfWTKvVsqnUUzTOmTcdDodl0aAF6rSddIrQWZaFYDCITCZjY5pRkI4Lly1btkhb5+fnUSgU4PP5kMvlAAA/+tGPRr4DJxLjGnEYBxjbYGzDiYSxDQYGBqMwrrbhKelU2LJlC572tKfB5XJJucJqtYpwOCwRAye1EIDUP+bferHNyQFLI7ndbliWJQM4YFdx1lEGOglYd5kDMQdVvejm56MiFPozrc7MNnFCA6wO8hSOpJCSkzLIRbp2HnB7nfLBiRCdDXrSxONqx0Wz2RRHAL8jyLhwOkl4LJ5PR3m0ojWPxXsaCoVQKBQkckExqadS5OFoDYBRcD52iEQiEuFKJBIi4ppIJJBOp0U4lM5FpjGVy2UUi0V5T7mY6Ha7cLvdNuEzPn++66PUzbWzrt/vCyOJqVnAaik5MpvYF8rlMubn5219iNegGT9aqM2pfM42apaR7uu0GYxE6hQwOhYpUku43e41Cu/6vgwGA2mPblu32xVnIdtOIddsNiu2LxgMIhQKycKBUUpSm91utziHn6oY18nBOMDYBtjaaGzD8YWxDQYGBqMwrrbhKeNU4EByxhln4IwzzkAoFEKz2RSmAr3cpVIJk5OTNnYAyykBkN9kIXAgJLXe5XIJTZDUe12WkscLBoMyUMbjcTmOHtS5+NWDMADZV08Q9PHpQNCloRqNhi2yrxfqkUjEpndA6FrXjJyQScHtdXREp2HoNtGZMhgMbOUeB4OBnJvbW5YlGguWZcHlctlyRYHhZKLRaMikgaWiWC5KT3yoFm1Zlk0ZOhqN2nQZTjSO1gAYBef1x/T0NIBhuVn2NaZHAcMFBSfBelJbrValvOnKyoosKLTzzJnSBKxNOQJWNUYCgYCtzBz7Du0D05bo8NNOQWA4YY7FYigUCohEIsLa0QsP9jUuDKg07yxhR00T7fwEYOvnOnJKR2QkEoHP57PRsX0+HxKJBLLZrEQjdd40FeYBCKWarCvStgGILY9Go4jH42ucrTw37xOdkrzfPMf09DTy+fxTqpTcuE4OTmYY22Bsw1MBxjYYGBiMwrjahqeMU8HA4KmMcTUABgYGRwdjGwwMDEbB2AYDA4NRGFfb8JRwKrjdbpxzzjkAhoKMmUwGyWQSXq9XIgWLi4uoVCooFAqo1+uSGwmseuHpyeYxw+GwiDrqfMeVlRVJo9BR+36/j0AgIBFzJ/tARxIAO1OAx+a2Oi2ADAFGCTqdDrrdri2yz307nY5NA4KVE3g+rf+gGRqMwCSTSVvERLMTdK6nbrM+PqmG7XYblmUhmUzKfeT2+r6MYlCQhaFZBtyn2Wza8jbJ9giFQhJl4Xmi0ShqtZqoXZ9IjKsBOFmh+121WpUa51r4LBgMIhAIoN/vo9FoYN++fQAgKuoHDhzA4uKijTkTCoUQCATg8/ls0UkylbxeL7rdrvQTj8cjEUO32y0RyVAoZGMQjcpt1ttTiX4wGNZ+LxQKAIBCoYBgMIhmsylMH7K0PB6PTaWdbaWAqs/nkygetwdgizZy+263C4/Hg1gsZrNLPGcmk5G2jsoRByBso1qthqWlJRQKBbFlXq8XqVRKdHJ4btqwYDBoszPcZzAYYHFxUY6Ty+Xg9XpRKBTGhsVksL4wtsHYBmMbDAwMnsoYV9vwlHAqPP3pTxexnWAwiHQ6jdnZWcTjcaHQ+/1+7N+/XxaZzK/TYj7OwZk5f+FwWKoUcGGt8yA1tZ+LfWdJSjoKer2eDFj9ft8mlKgX3nQ4aGgHgR7onaUc6/W6bPf4448DgDhR9DG73S7q9Tra7bbQGUnr1A4WnoPaDc6cT7al0+nYXnQu9rXCsj4/xR050WBqiNfrRb1el2sKBoOiEq2dGH6/H9FoVCYMnND4fD6ZHMXj8TV6GCcC42oATlZEo1HbwkErhrMfcmLd6XSkjBkAHDhwAHv37sXCwgJKpdKaXOjBYCCLEa0Kz3eAiwsAUpGG++qJulPvhMfp9/tiS7QDc2pqSqjGvB5OtCuViiw0eG4AIiir+2W73RaHqaZdc7HFRQ5tBNPB3G63zVkLDPtoIpFAKpVaU5aX94oYDIal9prNJhqNBur1uixsQqEQEokEAoEAqtWq3BOmqVFbhe1ljjhBG9BoNBCLxSS//KmgoGxsw1MLxjYMYWyDsQ0GBgZPTYyrbTjhToV4PI5cLmdbFKdSKSSTSZuIIgeIhx9+GIVCQZwETlYAvf+6PBKjCwAkYuH3+9d4tLm4HhV9Zz5gs9kUYSBWU2A7dPlG/nY6FpyCi2yr2+2WgZCDLwApk8lqC3pyU6vVJFeRi/B6vS6RCA06XegsGVVdQpekikQiiEajiEaj8Hq9NicFJwOAPZeUwkwrKyuoVCpyjdFoVBwKOr+0Xq9LJEKXpkwmk8jlcojH46hUKshmswCGatdzc3MnRMBxXA3AyQjmIuu+y3JvrVZLGC/tdlvKyWqNj8XFReTzeVQqFdEO4XHZD7xeL8LhsEykR4mv8XNtpwhOzJ3VWdgup42JRCLiIKUjj23y+/3I5/OoVqs2xhEn3HQiOiOTdHo6c5S50KCt1OKp6XRaFia0E7FYzJbTDKz2e+0c1ddVr9dtkV7akXa7jXw+b8sXZ3RSL8CoC0NGGZ9Ru92W0rRaCE5r3RxvGNvw1IGxDcY2GNtgYGDwVMe42oYT6lTwer244IILxNsNDIWVksmkDDR6od5qtZDP51EqlWQQ4+9EIjGSduf1em0Pj06IQCCAcDgsokw8hxY+dFICnWUXSW10Tg509J4LeWBVbLLZbNpYC3SKMGWgXq9LSUVOFGq12kinAvdl9ILHcLlcaxwLPD+FFnluDV4z2QW67jbvp07V0BOHZrOJ5eVlHDx4UMQZeSxGZnSFDlIoOVHicaemprB161YRdaTDgfd7bm7uuNMbnwpRD4Ph+xeJRIQNBAC1Wg2lUklqn2uKrmVZMonW21er1TWVVtxut2yv05SAVaehnngDw2ga2Tf8jqAd0BFKOiI5KddpSOzruk9qVXa2hX0yFArZnJq6T9MuMPqoj+XxeGBZlthFirpRFI3H6XQ6Nhq2Xpiw32ubq8vxVatVzM3NyT2nXdFiuLwGQjsrO52OCNjqz3W5Ol1CeP/+/aNfmOMAYxueGjC2wdgGYxsMDAxOBoyrbTjuTgUOiuFwGFu2bEEymUQymUQ6nQawWr3A7/cjFovJoOF2u9Hv9zE9PY1KpYKFhQUAw8Gm3W5j06ZNkncIDAdinZ+nJwf0+MfjccRiMfmOqsik23ES4FRI5udcIDsHew0ddeC5OYlx1oTu9/viuOB31WoV/X4f9Xp9jZPA4/EgEonYVJ9brZZtoNVt54RD1+HmZMhJn6TjgewCff84IarX66jVanKslZUVyXEMh8OS0pLJZKSChr42TmyYBsG2Tk9PY2JiQp4RWRgElZ+PJ2NhXL2KJwP47tGpFAwGMRgMxNnUaDTgdrulTBkjU3y3ANgcZDo3V+df08a0Wi2Uy2VbjjLrwXOh4HQiOlXTNXtK2wxGOemQc1KTdQUUfc3A6qSZk23tnKOjVJ+bx9Pt4DVq0OZo2jPP7fF44HK5YFnWGtaYvkZ+3mq1UCwWUSgUxGkIrEYdCd4Ppqf5fD6JPgJDW8J+znx2HsflcsnnfKb5fN52rccTxjacOBjbYGyDsQ0GBgYnG8bVNhx3pwIpgy960YsQDAaRyWSQSCTEqxwKhWx0P03DCwQCkhoxNzcHABIV5zYcZLno5GCoB0vNgNAR8mazKfoJFF4C1qYx8HNOIJ7IoaC3BewDt14QM0LAqEOv15MIRrlcRr1eR7PZXONUiMVitlrThGVZ6Pf7NhFKYJX1oGmgBKmU2tFBx4xmK+iSmNSeYGmoQqGATqeDeDyObDYrpa90hIMMCw3tXOD28Xh8DZtidnYW7XZbnCYHDhx4wvu+3hhXA/BUBh2LfC+YCqTpsfzN/GKXy2Wb2DJSGAqFMDExAWBY57xarWJpaWlNtIuRtEajsWYizzzkSCQi76ROGXIuHLRDTx+f12NZlo26S+egFnFlH+PkXi9aRtGndZvcbretv9A52O/34fP5bEJxFGPT77neRl+HtilO+rS2Ybp9tCPMI+eib3p6GplMRmwPGUhkbLXbbbhcLhk3KOBLG0nbs337dszPz6NcLh/39ChjG44/jG0wtsHYBgMDg5MV42obTrimgoHByYBxNQAGBgZHB2MbDAwMRsHYBgMDg1EYV9twXJ0Kfr8fk5OTAIZeaK/XK4J89NBT64C0fJ1v5/f7kUwmkclkpMzg8vIylpaWpLyRpu+Tah+Px9dUQyDcbrdENegRp4ddpz9o2r5OqWDUQbMFnPmQ9OizpCSwNp+G1Er9P8/V6/VQq9VsAoz0xpMxQC9+tVq13T+ex+PxIBAIwOPx2Lz1up06esBIjjMCMRgM0O/3JWLSarWwvLwMYJiPymc8MTFhU93Wx3CyN5z3g+cme4XbTE5OotFooNVqoVKpyP3i+Y8lxtUAPJWRy+WQSqVs+hm6Ggn7OjVZ0uk0pqen5b3RImvRaFTScbZv345YLIa9e/di3759EtEiu4lq7jq/l2lLwOr7CQyFYZ00YmCVjkzoiCf3Y+QOGIqW1ut16cs615r7a5E5ADaaNPulvm7mVTsjpOzTmr2l87lHQbeV//MzZwnearWKarW6pk8zt9vn8wllmSK6vAZnZLfX60naGTBklsViMbjdbpsCfK/Xw+zsLPbt24d8Pj/yGo4VjG04/jC2Abb9jW0wtsHAwODkwbjahuPmVHC73ZidncUrXvEKAENDz1QG6igAq3mFOiUBGOYtut1umSBQg4FCTL1eD7FYbA1l3uv12kQDCQ5KegLCmsxMH9CDN2mAzrxFDrgUcOKxAUjaBQfcdrst1D2tWsy2slSSdi643W7bxERPWLxerwzcHERLpZJUVHDSHzlx0GkOPCa1GZx0UuaN6u3pyOh0OlhcXLSV/cxkMkin02v0LHQKyajJgdaY4LVRVJP79Xo95HI51Go1cS4AxqkwjpicnMTWrVuxvLwsE1zSm0OhEHK5HBKJBIDhBDkajSKbzQrVGRhOSjmB73Q6IgYLrCqqB4NB7NmzB8DwPWItdZaZG+UYa7fba9KH+C5rp5zL5UK/37dtSzvCFCL2nWKxiGazuUYrpNvtolqtolwuo1gsSt42r5sCteyPhMvlkpQp3g9nupZeOLCKDHOlCU3DJuh4pcOTx2u32ygUCiKmS5qzvn9UpaddcWrd6Hxx3lcKxXE7t9st6XFsG8cBkzc9/jC2YQhjG4xtMDAwODmxHrZhMBjgox/9KB555BH4/X5cd9112Lx5s3x/++2349Zbb4XX68Vb3vIWXHzxxSiVSnjxi1+M7du3AwB+4zd+A6973etGbnskOG5OhWw2i2c961mST8+c+Vgshmg0KhEEj8cjWgA6At9oNKSkUyQSkXz9UqmEUqmEfD6Pn//855Jfx0GIuYh64Nfec6dWAhfA3BaAOBp4XDoh9ACrNQG63a5EAnR1CToeGo2GTT260+lg//792LlzJxYXF9FqtWyRBd1Ofm5ZFkqlklRp0DWknYOss62jci3pWNCsCs120PoS/N1qtVAoFMQZwBKUHNR1fqd2INDBQ7ElOlJ0u5wCkdw+Go1KdRAt6HSsy0aZycGxB9/VTCaDLVu22OqYA6tlzDgZ5kIglUpJibdUKiW2IZVKyeSS4qwAbJNdPXm2LAvz8/NoNBooFAo2ATHWZKezTDvMuDhxll2lTolmDNEJ2Gw2UalUhHHF8rBaJR0YRvYWFxexf/9+tFotpNNpee8TiQT6/b5E/5zCsmy3dkg6+zHB++rUj9GOT+185bXobbjgKpVKUplGl/6lIjttPgBR69fRRj5zLtIsyxLbGo/H5R60223p9ywzFw6H4Xa7j2tE0tiGYw9jG4xtMLbBwMBgXLAetuHOO+9Ep9PBbbfdhvvvvx/XX389br75ZgBDgdpbbrkFd9xxB9rtNq6++mpceOGF+PnPf46Xvexl+PCHPyzHeaJtndX/DgXHxanABXcoFJIFfSQSkcWhZio4vf6a1k9mQTgctjEVGo0G9u/fj7m5OTz44IOyP8/barVsjgDSFwl94zj4d7tdm0OD4o5O8UPAPvkAhi/L0tISqtWqLJwB2CLy5XIZ8/PzAIClpSXs3r0b+/fvXyMkpMWgKHKk71Oz2US9Xpe2NptNNJtNNBoNxGIxm7NGiyxqFgYX7+FwWI7PSQadPJwkNJtNVKtVlEolFItFVCoVuX+JRAKJREImTDqioBkXvH88Vq1Wk5KZwGpdaTIW9IQoEAggFoshFoshmUwCGJag3Lt3L44lzOTg2IOTydnZWYRCISwvL9smsjpipVk0qVQKiUQCsVgMmUwGMzMzAGCjwvLdB1Yrw5AtRadfJpNBsVgUhfeFhQWxB36/H6lUCqlUaqS6u7M8GsFJsZMe3Ol0sLy8LE5WirEyCsrtu90ums2m1JwPBoPyLjJyyQk/+41ezFDIjaBiu7M8LkXS+v3+E77rdDjqCjXsw8AwolosFoXeTLYRsLpA0LRlQi9UeA3lclmcry6XSyLPdFrqd4JtIj09GAxienoaAMTGHksY23DsYWyDsQ3GNhgYGIwL1sM23HfffbjooosAAOeeey4eeugh+e6BBx7AeeedJ2ux2dlZPPzww3jooYfws5/9DK95zWuQTqfxoQ99CA8++ODIbXfs2HHYbTouTgWyFLxeL7LZLIDhQjCTyUj+v16AMl+R3m1gWEaoWq0Ku4FOAkbHo9EoyuWy1CRmpJ2LYw5g9FoDa3UD+Jnbvba0ksYTeev5d6lUEsaBzjdsNBqo1WooFAo4ePAgFhcXAQwdJhxwtfOC10FPfqvVkokGnRX5fB4ul0smUel0WlIDqK/A9lHF2XnNvEedTsdGOdTX6Ryg6/U6KpWKPA8+C+ZGOitx6GdLlEolLC8vo9FoIBgMit7G1NQU4vE4AoGALXeVTBW2mROZJ9LLWE+YycGxB59jJpNBoVAAMLqiC6OJTh0W5k/zfdRw2gDSjAOBgK0k2cTEBBYWFlAul+Hz+aRfZbNZObem7g4GAzSbTen/2rZoejCvjTXW5+bmUKvVxLlHG1AoFOR4AKSsajwel9xp9odyuSyMHb0woRNuFKOq3++LvaWN0xRiy7Lk+M70LEI7Ccvlsjyr5eVl5PN51Go1DAYDYVHx/vP56fJx/C4UCgnFm8/asixxUk5NTQGAlJjl/dYK9GwrHY+8r41G45hSn41tOPYwtsHYBmMbDAwMxgXrYRuotUcweOz1elGr1WzjXSQSQa1Ww2mnnYZnPOMZ+NVf/VV84xvfwHXXXYdLLrlk5LZHgieuhWhgYCBg1OnJfgwMDE49GNtgYGAwCsY2GBgYjMJ62IZoNGoTpdWp6s7v6vU6YrEYnvvc5+I5z3kOAODSSy/Fz3/+8yfc9khwzJkKfr8f6XQamUxG8hoBiGqvrmZAkK6nxfuq1SpWVlbg9/thWZZEFhKJhIj3tVotUWuem5tDNptFJpNBLBaT9ABG/umhZ2oDsJbyr0ULGbnXys302pNKWKlUAAzzU/L5vAgksU379+/HwsICSqWSzfPucrmkjjbrNDO9I5PJCM2/UChgbm4OwJBOyPN3u12USiUAw1QKRnAGg4Hc33Q6LdRGJ+2Rni2nmBSjDqQ+AqtMBQpOAqvUVKZb8Pw8N6M0+jevoVgsotvtIplMCjV1YmJCKI3ML+U7UKlUkM/nUSgUhFpJzQwTcTh5oSvDLCwsAIBECvlOso+ThaNTdYDVd5bvBW2E871g7nK325VIGAChSLdarTU5wToSqo+n+42mY5MyzDax/1DsjdfAtpLa3O/3RcUegO1vRi+1B9nr9aLVatm0XoLBoK3OPO9Ts9mUvqzrztPeaZ0XfXz2Y7aV18q8ZeZ+Ly4uolgsotForLGVPEa73bZFP6nwznutNVt6vZ7oxXCAS6fTiMViaLfbqFar0l6Px4NcLgeXyyWRTAA47bTTsHv37iP2uh8KjG04tjC2wdgGYxsMDAzGCethG84//3x8+9vfxmWXXYb7779fxBcBYMeOHbjxxhtFj2fXrl3Yvn073vve9+JFL3oRLrvsMtxzzz04++yzn3DbI8ExdyrMzMzgV37lVxAMBpFIJGQBysGelHwNTg40Op0OSqWS0Pe1EnAymUQ2m0WpVJKFbr1ex/LyMgqFAlKplE0cUDsOdBUGACKq1O12ZbDnBIDCSoQe5BqNhjgPqDZ88OBBzM3NyefFYlHaF4lExMGSTCaRy+VQKpVE/4ElrpLJJCKRCDweD6LRqAygFD0qlUqiAg0MHQ8UPOL90ffJSVdsNBqyKNeClprCyfxFPgf+nclk0Ov15JlqBW6tU0EhRmo50AGyvLwMn8+H7du3Y/PmzaJamk6n4ff7RayKwkq1Wk2EqQ4ePCjXPBgMMDExgeXlZZtzaj1hJgfHDtFoFBMTE/LuUVQrm81iampKnGeFQgGFQmFNalS9XkcwGJT3gZPJeDxuczbxN8VSa7WareJJJBJBq9XCxMQEqtUqLMuSd73VatlKyGmaLp11GnTeAat0Z2A4eWcq19LSkrzbrVYLLpdLBOBIDQ6Hw/D5fOJY007KcrmMVqsljlP2eWqvUF2e7c5ms7bFmO7jvDcs4abvF6+RbQIggnHtdttmc5vNptCbmc8NDPs6bVgikbDlPdNRqbVelpeXRcwtFouJrczlcgiFQlhaWpKFHDBcLDGdjhotvBetVgsLCwtyD9cbxjYcOxjbYGyDsQ0GBgbjhvWwDZdeeil+8IMf4KqrroJlWfjkJz+JL37xi5idncUll1yCa665BldffTUsy8I73/lOBAIB/OEf/iE+8IEP4Ctf+QpCoRCuu+465HK5kdseCY6pUyEajSKTycDj8SCdTiMajcogzXKBNP7OiAKwGgEAhgMmqyKQbQBAvNW5XA4rKysy8PR6PZRKJSwtLcmAwuNz0NI6DtxHt4PODioMO0sgsTRjq9VCpVKRganf72N+fh67du3C8vKyrd60ZVlIJpOYnp7Ghg0bAAwj81xEk1HBtjHfMxwOS6lIACLMREaD85rIZOD2WntilKInHS36OHQ06HvE9nBSBkAmLOFwWBwKXq/X9iz4LGu1muhetFotTE1NYdOmTdiwYYNcSyqVEkEs5pICQ/bJ/v37ceDAAaysrKwRrXQ6TNYTZnJwbOD1erFx40ZkMhns27cPAEQzJZFIIB6PSz+kvWCkjQuFRqMhBtBJG9PvKW0JxUHL5bKtpBsXBHoCrp1yLNOmFw06L1r3F37X7/dtwmf1eh2FQgHlchmLi4u2/HCWwguFQqJSHw6HpS/wOOxXnMzTEckJPG0ly8ZxUUObRmE3vUBoNptrFj/UYSGjTCu7azvKvsFrZL60tjNknrF6D+8xRWIZJeUx6XR1u4dlhOlkjcViNtE63u9IJILJyUl5ftqROzMzY2OSrTeMbTg2MLbB2AZjGwwMDMYR62Eb3G43rr32Wttn27Ztk7+vvPJKXHnllbbvN23ahFtuuWXNsUZteyQ4pk6FZDKJ2dlZUWPmwhhYTXHgQK8j5LrUko4GUE242+3KYpkOhmQyia1bt8px8vk8KpUKDh48aFtIc0DmYBWNRmXAo0ATB0btfSetz6nUTMqj9srXajXs2bNHRBQ56E1PT8v/nBQBkAgEWRhMtwCGFMd0Om27LwDEs88BWTM3/H6/TBg4WNKjHwwGbbROCntwX+fC3Ofz2ZwNLOtIp5BOmdACjb1eTxwkvV5Poi8sywUMoyOzs7OYmppCOp2WlId4PI7HH38cKysrWF5elpSPPXv24MCBA7bUEWDVUWScCicf/H4/gsEg5ufnbVFDTtQDgYD03VQqhWq1KgsHsplWVlbQ7/dt1VF4bAp3UQQNgJR55cRTU4DZn3w+n4i8ARD7xcUBJ9EE3w/n5wQn+xQGY315TnxJ400kEshms2IzBoMBCoWCLUWLwmThcHiko5AVYSjwqvuFXgBw8j4YDGzvNxcQbJuzHB1F5tjntCAa7bGmd/McdAqTPQZAaO36HgIQYVq/34+JiQmx2263W0RiqSTPa9GVZ/g5GWRutxvxePyYLB6MbTg2MLbB2AbnPQSMbTAwMDj5Ma624Zg6FWi84/G4LFg5SDN3g04DDnyxWEwW6+VyWSiAS0tLUmaJ+XTAcCDl4jwajUp1iV6vh+XlZezfvx/1el0o92eccYYwBJg/SHBA5CLdWXNZsxcIXhOj8MCwVFG/3xdnATURWEIzFovZKl5oJWR65DUzAIB48DUNlHoHHo/HxmDgwKlzBXWEhtfI43Ci5vf7bcwQl8sFj8djo2uShjkKpHo2Gg0pa8lzHDx4EDt37kSpVJJJUS6Xk0oPuj51o9FAo9FApVJBsViUd4DVMXhf2SamqtBB5CzLuR4YVwNwIsFa8Sw/ph2LPp9PNEb4vrFyy+Lioi16VqlUJBdaP/tEIiE0236/L5N3ptTU63Wp/Q7YS75yYqy1W7LZrCx0tB3g9jqaR2dpOBxGv9+30YBpK5rNpjj30uk0UqkUJiYmMD09Lc5XLi64MAqFQrJPNptdYxN4DrapWq3aFgI6Mkn7w3uty+kSOmKpc8l5fwKBgM0Ws6wdFxN6IWdZFlqtFur1utwPpkXRycvrzuVywsbKZrNyzSxju7Kygna7bct5j0QiiEQisgAEVp2s4XAYGzduxKOPPrruKVLGNqw/jG0wtsHYBgMDg3HFuNqG41JS0sDgZMe4GgADA4Ojg7ENBgYGo2Bsg4GBwSiMq204Jk4FRuanp6dtlLfBYCAUs3q9joMHD0rNZ0apM5mMRJzz+bzk3y8tLYkyssfjEeYBj00GgKbzeb1eqTDw8MMPAxh65LVX3efzrdEYIKtCixXx96jcQjIL6OVutVrYsmWLRC507iXzBKk/wGN0u10bxVJHGHSVCe5DuqWmPrKNZB4kk0nx7pMGybbymlwul+1zTVckS6Hdbkskx+fzCe1TV40AVvM1mZfKiMPS0hJ27tyJfD6PWCwmFM3p6WlEo9E1wo7cn0KUOrJAISmmVADDiA1TYhjdWG+MqwE4kdi8eTMCgQDK5bItEqVrqFN1HVgVCa1WqyL+CazSh5mSw/0ZiaLiN5kzxWIRpVIJlUrFJrKmo5Fer1cq1gDDaGE8Hl8jXsNcYLZ3lJCZx+Ox9ZFqtYpms4lYLCbHz2QymJiYwOTkJDKZjORTFwoFFItFsX3dbldsJe1NLBaT/s/rrtfrNlV5/qYILiObwKq9dqYPBQIBEbRl/jewmjfNHGVGIxOJBIrFomyn7SUjnbSTbBOjrEyj4v3wer1CWfb5fNLX5+bmbOK3vBepVAqpVArhcBher9em8k+afCgUwtOf/nQZC9bLThjbsP4wtsHYBmMbDAwMxhXjahuOiVOBi86JiQnRD+CikYP04uIi9uzZIyWiSCWkUrHf70epVMLy8jIAoFQqodFoCHWPi1+qA09OTiKZTMpxpqenkclkUKvVUCgUxAlx8OBBoQlqXQZgdRHtLJ+k6YzOShHAqg4Er3vDhg0j8/y5XSQSkXMDkAV4o9EQnQk9EfB4PCiXy3JfAIj+ACc5vB8+n09SLtxut7QpkUiII4I5ocCqjgQpi1q8kg6YwWAg2zOXlc/A4/HIhIzOAApdcfKzc+dOLCwsSGkwpp9QvJMTGB6HFMZarYbBYGArWRkMBiXdgdfGe6R1HNYb+rkbHD2e/vSni5in1+sV4S1gdTLJVCD2lUAggHa7jYmJCaHlAhDHINOI+L5EIhGEQiEUi0WUy2VbtRDmD1erVVmAVKtVsU+kX3PRMjExYdNY0bThTqcj4mN64dDr9eS91AsHqqCHQiGbrkoqlZLz8T1ut9tyLDrMOOHVJXe1+BltDOnEvO56vY5isShpRCzhmkwmbVRwnSdNm8j/AQiNeTAYoF6vSw707Ows3G63lPTTzku2n8+Mn/M4WlcHgDheI5GIjRK9vLyMgwcPotFoIJPJyLlTqRQSiQQikQgsyxKbwqpD7XYblmXJMfks1gPGNqwvjG0wtgEwtsHAwGB8Ma62Yd2dCqxsAKwKGPn9flmk65w1Liq1+u7Kygrm5+dFsZj7cQDlMbRegGVZsiDmJCMYDMpgPDExIU6F+fl5NJtNFAoFpNNpdLvdNWJD/X4flmVJW7XCtFZ35sDNCQYHolqtZmMwaOdDOBwWhwDLXlUqFfH267xNwO7RHwwGNu2EcDiMRqNh04bw+/2IRqPI5XKIRCK2a+NEQGs26MoJWkiKpT45edMCkSxFRUFJTrxKpRKKxaLkpWqHUDgcRiaTwfT0tAz2fr9f2q0dAtRkoMNEV5cIBoOo1WrCQuH2ZHREo1GbvsV6YVy9iscbfPabN2+WSSMn3KxpznJujJyxX9HhmMvlJPIIrDoFyQqiA8zr9YqAKuvOA0O7xIlsIBCQ9479KBQKYePGjdiyZYvYslQqZROG05VH2Ced0TxOkpnTDazaMY/HA7/fL7Ygl8shl8vB5/NheXlZ3m1OwoFVR5/u62xLq9Wy5VP3ej1Rk9f51K1Waw1bSbed5eYIrVuiFdz5N1XvgWFElYsJ6qIwUkyNFuZZc/Lucrls+jH6GZGVpEsMdzodBINBKT/H9ymTySCTyYjDUy+WaPOYs64duusBYxvWB8Y2GNtgbIOBgcGpgHG1DevqVPD7/chmsxKJzmQytkFGD1bRaBSpVEpSHZjm8Itf/AK7d+9GrVYTNWRCe635Ocs5lkol9Ho9bNq0CcBwICZzQTshGMHnYEdBQLaflD49CaDjQacbsD38X7MknF5uXYrS5XJJbWktWtlqtVCr1aQtjFLoFASmefDe8lykHALDgZwOh0AgYHMasM1OFoaOOBB0JOjUFWDVccAJCNuhn0U+n8fi4qI4ciKRCGZnZ7Fx40bMzMwIpZITH7aNkwxGhci00FEQTgyAVYXqZDIplS5isdgap9N6YFwNwPEGy93E43Gb00g7xpjeQpE2ThopVsrFhnYy0sFFNhAwXFDQ6cf3guDEWjsi0+k0PB4PstkstmzZgi1btkiqDqN9bBvBqKguDecEFwkAZLJLJygjghs2bBDHZKfTEYdjrVZDt9uVibtmH+n+DayyvTKZjNgY3Xdpx5h6pffVlVy44NHMLee18XrC4bBM3judjrCqWNKWfZoTeDp6ad8sy0Kn0xH7oxd9bJNmjtGBG4lEkEgkxP6QEQfAlmZHO0JbVqlUbFHl9YCxDesDYxuMbTC2wcDA4FTAuNqGdWcqBAIBKQWUTqfh8/lEwVdH3am1EI1G4Xa7ZYBJp9NYXFxEuVy2DVb0VDO/UjMGqCg8Pz9vK0HZ7/dlkOFgkcvlZACNRqO2PEhOCEiZ1GkPOlrvdHSw7KI+lh6wiW63K44D5kIC9koYnCRpB0Wj0Vij29Dr9WQA1pMuzZDQ0I4dOki4vY5A6AiHvn5SPxnB0SktfHYcnDkx2rx5M4Dh4j+bzYpehlPDgswMfW08nq6SwdxHlvrSkxfmo2pGy3piXA3AiQJtgi73lU6nAQxzYwuFgkwa9fugqcQ6b3qU5gcjlqFQyNa3QqEQotGoRAkZzXS5XEgmkxIZnJmZwcTEBACI/eBiRreJ5Vud1WSA1WoudIBNTEyIvQsEAjjttNMADMun+Xw+lMtlm44K32feB9pNXh/1SBidA4aLE/bReDxui9a2Wi0Eg0FhMhH6erQTtNPpIBQKCXtLXxfvt7atnPCz/aQm5/N5oSHncjm5H3yWPB7PHQgEJIJMmjLbORgM5Dj8nJHLer0u7wkA0ahhfnur1ZIKQdVqFYuLi2tfzsOEsQ3rC2MbjG0AjG0wMDAYX4yrbTDVHwwMDgHjagAMDAyODsY2GBgYjIKxDQYGBqMwrrZhXZ0K4XBYchoBSKUDHWXXNMZ4PC5RbeYuUgfA4/HYUg3oJSe7gUwFn88nlRPoyWdbJicnhd2gKfT8nUqlEIvFpE2k9FN7QJ8fgK0qA6Gj/qPyEMlC4PG12KTO+2Td7Wg0Kp58HpNUUJ27yDQKpxgk93GyFcgSYWoH74PWjdD1un0+n1w/mQHAkJrK/RlVIWOAqRlMg9GVKuLxuNTw5v3odrtC02SkwHnPNGWV70YikUCr1VrDeKhUKqjVaggGgxLZYi7u0WJcDcDxxOTkpLwjAIR6TBFRp84HAEn9AYbvBSNs6XRaaMALCwvo9Xqi4aKV4hlR6/f78j6TLUN1cs0O0qJoU1NTQt/VtkBrj7CNANZE63SEktE3RgJ7vZ5NXyUUCtnSkginmBnfa94nUn5nZmaE7ssqOMzP5jUcOHBA+msymZQ0JK27ohlD7F+8DraP9pE2ktfG/ev1Orxery2lKpVKIZfLYXJyEolEQuwP7TNTm5yaNYzkbtmyBcAwmttsNhEOh5FOp+X+FItFLC8vY3Fx0faO0RZ6vV6J5J5xxhkAhrbs3//939fc88OFsQ1HD2MbjG0wtsHAwOBUwbjahnV1KmQyGWzcuNFGV2dVBDoNtGhhJBKR/EktXKShJxMejwfBYBATExMy6DGPkkJDev9isYhoNCoTCn1eCkgCsNHr6IDo9/u2SghPlFZAOBf2WmxRT1i0MKVWfWaOo96f31FkStMnteCivmZSLjlY6omHLv3ERbseWJ0CkVq0ST9TPgveE07Ukskkms0mGo0G2u22rXwXtRl0jqTOAS2Xy5IOop0fPBe3pygnnSz6fmghLv42ToWnBoLBoJQQBVb7YTqdFgeUTrFJJpOSL6wFPHu9nlRv4bvDRQFzaXWpVmDVocZ3mxNlTlj5bHkMLhx0tRWCjj2dO+31euHxeGzlWC3LErV0rfzOSTwAKWlH6Pfcqd3C7/XEmpPqRCIhlVHYHoLVWvgMNLTNGiUMy7bxWvS2WotF27lIJCILgHg8jlwuJ22fnp7G1NQUYrGYtMnplKVTk/9zYcI8a11mrtVqSfWgAwcOYHFxEcVicU0ZPQrg0nGpVfHXA8Y2HB2MbTC2wdgGAwODUwnjahvWPf1Bl2rkQpI6CKxtzO/i8ThCoRCq1aptYAoEAggGg3C5XLYSSc1mU4QfOfDQOZBMJkV/AIAoQ9dqNbTbbRFVYuSDC249UDJnn5FzDjB0NDi99ayQ4GQLcAHPhbn29rNOdDwety346/U6yuWyOBt4Di60LcuyiS9p54cGB2I9EdC/Adj20SwOtoXbMxpAxon+ntCOjkAgIBoP9XpdOo12kHQ6HdtEDRhOCFlWk8+u3+8jEAhIxQcAInrF+8jrCAaDwoJwOmzWC+NqAI4XNm7ciI0bN0q/pbOPbKVQKCQCWtFoFOl0GtVqFd1uV96Ler0uji8KswGriu3Aask0AOLEGhXl43utJ4+szpLNZiVKyH2p20JhMqez0+lUdLlcUkfd+Z0WH2Uf4PEobua8BgrOUaUcWNV+Ye60rqTCe6FV6fX9eCLNFWDVPjQaDVmoeDwesWO0a3RSahaY2+3GaaedJjndFJtrt9vyzLTzj4sqHkPbF9pOiuDx3FSOX1hYwKOPPgoA2LdvH/L5PMrlsk0gju2nTdb3j+XznDbtcGFsw9HB2IZVGNtgbIOBgcH4Y1xtw7o6FVwul038kJRBVlwA7CUM6YDQpZBCoRAmJiaEBsgKAlQ6pvHX1RzoideLaZZapOebkwzS94nBYLCGmsjJgDOdgROGUYOuHvxI7+OiXNP9WSqL/zv3bzaboobMbcgUIFOD59ALf6Lb7SIUCsl3+lz6PNphoq9PX6++Ph2VoWcfWK0ewXsHQNgIOspA504gEBCWSTgcRq1WQ7VaRbFYlGddr9cl4qHbQZaCMxrkZDTo6zj99NOxd+9eMzk4weCkX1fsoEOQKS4UyQJWJ6rNZlMm0YxYMvqn7QwjV3z3AYhoGhcW+v3kO82JKY8zypYAQ9tmWZbNmTUKmu6sU450f6bjU0+I6SgLhUJCswaGDJ5qtSr9nxFIYMjS0g5LzbiiA1LbKx2VddqxUX2fZfcAO62bDlcuWHj/QqEQ6vW6COZNTEzYSgXrVCldHo73fVQ7GIFlm1gCMJ/PY9++fdi3bx+A4cKhUCigVqshFAoJbZ1q9ky70mUI+cyPtlKMsQ1HB2MbjG0wtsHAwOBUwrjahnV1KnBg1QNxNBq16RZo8LNYLIaNGzcCGA5QtVpNFuOFQgEAMD8/j+XlZdRqNViWJVS4UqkEt9stND9S4VKplKQNMO0AWF2M84cDNkHPPwdfYO0Cmwtq1sxmiofenroQeqJQKBRkINVecA5yjLRr1Ot1yffL5XI2imSpVMJgMMDExITt/rKEFmBf6JPep0tuMSrk1I/Q16t/82/9P89NfYtR0R+mQPCZ8Lrz+TwqlYqtbjXvP98lnYbC385nQhVn7k/w2o7WqbDezIdTCdQ30e+Nc3JLJyO/4zvF6jAARPlc5+wC9veCDin+z8m5pg3zXSiXy7a8Yr4rbAtLpgGrTjnSluncsyxLSrrq/ks6bbvdtlF6dQk2Mp2A1UgeldmpLJ/P59FqtcShSBYVACl7l0qlbEr1zpQo/TcdjXRw8n47y/bp+0oqs3aC8nPdD7moGwwGkpPOqG46nZYa9Tq1jJV56OjUTmf9HhBs2/LyMqrVqmzP8/D8uha9XlBWKhU5JuvdH+3CwdiGI4exDcY2GNtgYGBwqmFcbYOp/mBgcAgYV6+igYHB0cHYBgMDg1EwtsHAwGAUxtU2rKtTwRmhZq5fuVxeE20GVoURY7GY0Bvj8TharRYGg2H95Q0bNgAAZmdnUSwWkc/nsX//fhE+4vGYL0mvNGlzZBA4xY1GMRX0Z9rTTs94r9fDysoKdu/eDQB45JFHsLi4iEQigY0bN2Lz5s0AgA0bNkg0Q0dgqPHAfD1GKBi5YMqEFiQi2yORSEjeI49FT3symbTlfw4GA7TbbVQqFezfvx8AsGfPHszPz6PT6SCVSkk+49atW7Fp0yYRvHSKH/L6NbS+hKYLUogJGLI4dP5mPB6X70ibJCOBrASdo8l7zh8Nsi+0aBQjT8lkEi6Xy1ZJYj0wrgbgeCAQCKzJY9XvD/scnzMjgn6/H81mU94xv9+Pbdu2SV/QUcdRXl8ep9PpSMSL2wPA1NSULYdZQ6uZA6sROe7vFCxz7sf2UlmccFKOiWq1KjXtu92ujQrMyKHX6xV2D9sEQNg/zC9nHvqoaK2Ttq2hBVJ57ZrxxL8DgYDtmHw+zhQwff9IzaaN4X1zu4dirZZl2e6TM6VL2z1GXkOhkLxXfr8fiURC7GexWAQwZIfxb6/Xi0qlYqsc5BTbOxIY23DkMLbB2AZjGwwMDE41jKttWFenQq/XQ6PRsE0ARuXdycn/38C+adMmKXlE488fDhjZbFYE/bZt22YbrJjiQGVmYEiNpFAk28bfTySEpH+TtsjtBoMByuUyHnvsMXz/+98HAPzXf/0XSqUSvF4vpqamcOaZZwIAzj//fJx55pmIx+O2iUMqlUKr1ZJKFaTW8bNKpSLpF6RQ8pr8fr8tHYQL6Wg0ik6nY5uQNZtNLC0t4f7775e2/uxnP0OhUIDX60U2m8VznvMceQ6JRMI2sdLQiso8/mCwqvCstQx471iJQX/WarVkoc8JC+mZfNZ8Hs1mE5ZliWNIP0OmOugJWqvVQrPZhMfjwcTEBDZs2CApJ6VSCZFIBLt27RLNhiPBuBqA4wFO/mOxmI3GTBFO5i9zMu7z+YQiq1NdmE9MR5PORXZqtgB2hyNpt/yck1zn9qOOw/91xRVCl0TluYBVVXE6+PR16wUM7VKj0ZDc3kKhIIsAYPjeV6tVlMtlNBoNKZcHQKjP7FsAMDMzgw0bNozs07Rlmr6t87i1mC5zxVm+lnC5XPB4PKL87lSm145ZJ+hs1YKw2g5r+jePqXPe2c7p6Wnb8/L7/ZLepSv78P6trKyscYL6fD5xdB4NjG04chjbYGwDYWyDgYHBqYJxtQ3r6lRoNBo4cOCAVFqgtgDzA/WAwRzBYDBoG+CoAMzqDwT3pTeazgoOPKwUwFJSjNzT882BlYtX5iDyMwBrBjA9Qeh0OlhaWsLOnTvxs5/9DMBQAIjiPgcOHMCePXsADFkBz372s7Fjxw5s2rRJhAnj8bj8zM3NYe/evQCAvXv3ymSAkwbuk8vl0Gw2xfGgS16xLFM4HJaBtVgsYufOnbj77rvxk5/8RJgKxWIRnU5HBna2dfPmzeLc0NoDnAzpwZn3RjMwmHMJDFkBunQlB29GhOgwcR4LgFTkAIaTCzpWWDecz4nn7Xa74nhhbi0nleFwWCYILNVZr9eNU+EEwOv14txzz5Xa7tQ80f2+1WphZWXFJrrGySprxgOQ33zPnNFF5sfqSSknnvweWHVw8jh68sjcbJat09VntDip7odutxsulwvxeFwiX8vLyzh48CDm5ubQbDal7bOzs5idnUUikbAtXNzuYbnUVquFYrEox6nX6ygWi1hcXMTS0pKtHXNzc/D7/bAsC6lUSlhaXNzoCKK+TzzmwYMHAQzt2GAwQCqVwuzsLKanp+U5kAGkJ+7UtBkMBiJ0xuPribleJOnopG4Tt2eEkywt5qNz4aIxGAzg8/kQjUbFicxj6lK5wNBhSlX7crlsex9ardYTaskcDoxtODIY22Bsg773xjYYGBicKhhX27CuToVWq4U9e/YIBS+ZTMLr9Yr3Wg8+yWQSExMTcLlctsU7Bx8yELR6sB4cRrEN6MTQn/MzHsdZRkpHNSgmNAqMCOTzebk+er/ZZn5OpsCBAwfw7Gc/G894xjMAABMTE8hkMvB6vaJsTOzevRv1el0mGGyvrp/Mko0ARJSS/7Mm80MPPYR77rkHP/zhDzE3Nyf3Vk+mOFEDhs4GTgJGTTIA2JgHdBC02+01EzdO/JwOGbfbjUgkIorbHNxLpZJ85na7RUyT+7A6iG6XTodgp9QRDZ/PZ3Mq8FjOOtyHi3E1AMcanOgykqf7M/u38z2iw5AMHEbmnBEs3cd1pFCnvOioo2bzaFE0PXkn06bdbq+hA2sbxsksJ8dutxvtdlschXfddRfuvvtuzM/Pw+PxyAT3tNNOw1lnnYXTTz8dW7Zskc8Z+WM6GJ2grVZLRMf4Oe+Hz+dDtVpFLBZDLBbDli1bAACTk5PC8NET5Wq1ivn5eTz44IP46U9/il27dgEAFhcXEYvFcPrpp+OZz3wmnvnMZwIAzjzzTGFCOavWaOozwcWKVp3nokzTzbVjUaee6br2vD46EJ12zEnHDgaDNucxzxuLxdDpdNBsNlGtVm12TtuIo8F62IbBYICPfvSjeOSRR+D3+3HddddJOh0AfPnLX8b/+T//By6XC294wxtw2WWXHfU5TzSMbTC2Qd8nYxtG41S0DQYG445xXVOse/rD8vIylpeXhwdXVERS2amdEA6HEYlEpFazpslxMqHz7PkdWQnOxb+mLQKrg4L2iAOrFQq0E4Lf63w+pwZDt9tFrVZDpVIRVoEzJYD/12o17N69G6VSSWiJAPDc5z4XiUQCmUwGkUgE6XQawDB/8/TTT8fi4uIaTQVe66ZNm7B161ZxIvDzwWCAXbt24d577wUA3HvvvfjFL36BYrFoo1CynZxIkJ3QaDRkIkaaIK9ND+KawcDfTsqnk/5J5w0H9EajIeUm9TGdNbP5v8/ns+XH0vnAlAnC7/dLuVEAtnKgPObRUhnH1QAcDzCFpt1uy/vFHFpOSPUkjoroLpdrjaNLLzScILvGGXXk++10TmknGH87FydaB4QLEqfzkvstLCzgwQcfBAD8+Mc/xiOPPCK2kOXNDhw4gMcffxxPf/rTccEFF+DZz342gNVoHN9v3RdmZmawsrJi02MBgC1btog9mZmZkUWIru5CZygAPProo/j+97+P++67D/v27ZPPmYvNOu28T4lEAmeddZYcy+mo07aToF0axUpy2gd9z3WVHN5XYOj0LJfLttx5Ol55Pl5npVJBvV63LVB1aT62hw7Gp9LC4c4770Sn08Ftt92G+++/H9dffz1uvvlmAMOSe1/5ylfwta99De12Gy996Uvxkpe8ZE2U9mSEsQ3GNhjb8OQ4VW2DgcE4Y1zXFOvmVGCkWZcnZApDt9uVXEiK58TjcYTDYSn3SGNOHQTSFZ26B4RzEHOmMsgFKi84t9X1qvV3rH3NSY5eiNbrddRqNdFDAFYpcnqhzbaSDXD//feLE2J+fh4vfOELsW3bNoRCITn+5OQkkskkzjzzzDXXyeOxbCVRqVRQrVaxa9cu/OhHP8IDDzwAYJh6QRaCjtiQUaHbBwxLZ1HLQQs6MRXCeW36WeioBD/Xz4LnrlarEkVxUiCj0aiUANPvDSeIdAIBEHYEtRg0+0TrMjQaDSwuLtqe79EOsuNqAI4HuDBgGTVg1ZlVr9cl95gU3Ww2K443RvmA1ckqn6XOy6XDUUM7D51OQsLv98uElX2fTildppT7MF9YH2swGOqtPPzww7bUqHq9Lm3kcQ4cOIBCoYB8Po9yuSwOxDPOOEPK4FKYFRjahrPPPlv6PtlQbDtL2Dkdre12G7VaDQsLC/jJT34CAPjmN7+JBx98UByOzihstVrFnj175NykY/f7fds1O/VxdL67jn5q8Bk49VD4nWVZQm0HIPnj+Xwe1WrVRi8vFApyvVr0dTAY2Mr58ThayJXpUfqZjFrQHA7Wwzbcd999uOiiiwAA5557Lh566CH5Lp1O4+tf/zq8Xi8OHjwoi+pxgLENxjYY2/DkOFVtg4HBOGNc1xSmpKSBwSHgaCYWBgYG44v1sA21Ws2W/uXxeGzitV6vF3/3d3+Hm266Cddcc81Rn8/AwODYw9gGAwODUVgP2/DLUqNuv/123HrrrfB6vXjLW96Ciy++GHNzc/jABz4gDuFrr70Wp512Gr70pS/hH/7hH4RB/7GPfQynnXbaYbdp3ZwKwWAQz3jGM5BOp4WiH4lEbEq7jEADw6oGuVxOtqcXWechanEe7T3X3m6mV+gIOWBnDeiIO/end1vT9PiQKQCkI/IUH9R5gk4WhX5J6HmvVCpSgrJYLGJpaQnPfOYzcdZZZ4mgZTKZFMrnKAog29dsNkVscM+ePXjggQdw9913S+QDsOtN6PvAiL1OJwBWBTDb7baNCaFTOnRESLMRqMrN58G80lH3IxKJIBKJ2HIdAXvepN5e0035u91uY2FhAY1Gw8a80Lmxfr8fvV5PokC6POXR4Gi9iqdqXuTmzZsRj8eFHcPIXyAQkHQj0lZ1CbBgMCgVRrSeBzC6TBzfVyfldlQutYbTlvD4+jf/pkCYx+OxRdQ6nQ4WFxexa9cu6evLy8uS6uPcvlqt4vHHH7flQBeLRZxzzjnYsmWLLbKoI679fh+zs7Nr7NUoMAXr3nvvxXe+8x0AwE9+8hMRe3VGZzW76sCBAwCGEdVCoYBwOGxrhzN9jLabz4mRZr0fj0/7oCOB1N3hvrwfi4uLKBaLqNfrtuen28/0OLaJ9pzH0WlRXq8XlmXJdyzV91SIRkajUZuqPyn2Gq95zWtw5ZVX4vd+7/dw77334rnPfe5Rn/dEwtgGYxt4DmMbnhinom0wMBh3HOvUqHw+j1tuuQV33HEH2u02rr76alx44YX40z/9U7zmNa/Bb/zGb+Cuu+7CDTfcgD/7sz/DQw89hE9/+tOiAXikWFemwtTUlFQjAIa6CUxh4I8ulZjL5RCNRiV/HrBT850GnftSuBCw0/qpCwDAVvJQ50hy8ckFMIUQefxRi0+9aCYFEYBoBOjFLdvBwdHv98ugt7CwgFKphIcffhjbt2/H+eefD2BIaTvttNNsC2yC9Mn9+/dj586deOSRRwAAu3btwt69e0X1WcPpOCB0DiFTL5y5j/r+AatOBz3xceoT8P457wd/a4qky+Wy5TqyxJPOUXVOjDig1mo1zM3NoVAorEl/0dRF7YzSE4qjwdEagFM1L5KTvFqthmazactp9vl88Hg8iEajmJqaEicb82K1HQBW+zTfE93vdZ/Tk272d90n9MJjlMNp1MKEn9Nu6He03W6jXC5jZWVFUo+4aBh1LFJzFxcX5T2uVqvSf04//XRZRAF2x5vWW+HkUpfPA4b95JFHHsF3vvMd3HXXXdi5c6ecAxj2J1J+2R5Gv7QIHdvu9/vlez47PgfnBJfXQ1ut6encV6efMZfe5/OJ8jwwpILn83ksLy/b8qndbrforzA/m+h2u6IKr52suvSt1+uVe8hnT0fkkWI9Jgfnn38+vv3tb+Oyyy7D/fffj+3bt8t3u3fvxg033ICbbrpJRIefSDvgZIKxDcY26GdobMNonIq2wcBg3HGsU6MeeOABnHfeeSJ6PDs7i4cffhjvfe97ZRzt9/syZv7sZz/DX/7lXyKfz+OFL3whfv/3f/+I2rRuToXBYCDlILWKM6sUsNyj9iJHo1GJdtOYM1eR3m6dI9lqtTAYDFAsFmWArlarNqEeDljamRGNRpHL5QBAcvHZDs0+4Hl1jh6wGqXw+/3IZrOYnZ0FMKxeQM87YNcd0BoB+vtWq4WDBw+iXC6jUCgAGDobzj//fGzbts3mOAGGJSZ37tyJn/zkJ3jkkUckUlCr1WwlFp3PQk+qCM3m4CKbFRbYXr345r4cjPmZZpG0Wi3RLwDs+ga8Bk5UnJMKt9stVTAo3AlgzbvC59NsNlGpVFAsFqWUJ4/j9/tttcv5DLUD6mhwtAbgVM2LZMSxUqkgHA7bHE0ejwe5XA6bNm3C9PS0MJzcbjdqtZo8d60SHggEpGypjpBpBo3OddbRJr4vfDeYr63bRPA4munjrETCc/D6isWiTHI1W0Y7tTRDCljNg67X6zJxXlpawhlnnAFgmLus2V6j+rrH40Gz2RTb8Nhjj+H73/8+fvSjH2HXrl2yYNCLJE7A+bdmJRGtVguVSgXpdNrGQNIlZH0+n+1+93o927urbR9V/XU+Ou9xKBRCoVAQW5LP56Wf62vW1WOcTDgqudNO8L5y/3A4jEAgIPeDCvJHOwlfj8nBpZdeih/84Ae46qqrYFkWPvnJT+KLX/wiZmdncckll+BpT3saXvWqV8HlcuGiiy7Cr/zKrxz1OU80jG0wtoHnMLbhiXEq2gYDg3HHetiGJ0uNqtVqNuHaSCSCWq0m6Q27d+/Gpz/9afz5n/85AOClL30prr76akSjUbztbW/Dt7/9bVx88cWH3aZ1dSroQRYYLh6TyaQ4FZxR8VqtZiuZ6DyeUyEYGA5m5XJZBphSqWRzKvD4mUwGwWBQmAXcXzsU3G43+v2+rZyUsywRYC9PGY/HJWoyNzdnWzxr6BQOHpPnabfbWF5elsHt8ccfx4MPPohnPetZOOOMM+D3+2VCQSHGRx55xHafOAnQgz6hRQudDg/uR8GlZDJpezZOtoQuA0V0Oh10Oh00Gg0Ui0XMz8/bnpOmTPI5DwbDslDa808qIs9FZ0MsFkMymUQulxNBLt6/eDwuYpl87mRH6OfM72q1GizLOmo156M1AKdqXmSj0ZDJci6Xw4YNGwAMBdeCwSA2btyIXC6HRCIhz65YLEoUKRAI2CrDtNtt28Sf4GSWddK5fTAYXFNFhNRc9nen4BrfN+eEnZFHwK4ez76gJ6k8Dp+vTh8adTyKmVYqFRw4cAD79+8HAOzYsQNnnnkmMpnMyL4ODN/1ubk53HPPPQCA//t//y9+8YtfSDUZbb90X3Y6Txll5fGbzSZqtRparRYCgcAa5ytTpnSZOO1I1RFPLhpoD3lunm9paQn79u2TxU+hUECxWESpVFojMsv9GCVl22mXqIRPBINB9Pt9VKtVNJtNG6Os1+udcBYTMLyea6+91vbZtm3b5O+3ve1teNvb3nbU53kqwdgGYxsAYxt+GU5F22BgMO441qlRzu/q9bo4Ge6991587GMfw2c+8xmcdtppsCwLr3vd6+T7F7zgBfj5z39+Yp0KpMexJjCwWoqRi2Fnrl6v1xPvPQclfs5FqFPBt9Pp2KL8ZAtoGgcw1BwIh8PI5XLYunWrLKIrlYooIusIBbDKLnA6A2q1mrQzFothenoaADAzM2NjDOhr004WPRDr6+O5dXSFNNCFhQUAw8jCvn371kxu+PJo54WGZiWM2o+Rn1wuJw4Y5/76fmqnRK83LEm5uLiIPXv2CC1Rsx44gAOQUk6APedRRxr6/b50ACo4NxoNbNq0SRbj2qGjJymNRgONRgP5fB61Wg2dTkeO1Wq1EAwGpS1HiqM1AKdqXmSz2USv10MqlUI6nRYvaS6XQyqVwoYNGxCJRGTyzX3cbrcsJnTqjX6vNRuHUaputyv3mSwkv98v5+X2zpK2wGrpNqbMjHIWsl/z3L1eD8ViEcVi0Zbbq23IKJ0RVk5hH2Nk9MCBAyiXy+JUXFxcxOLiIrZs2YLJyUmEQiGxBWxnoVDAT37yE8mPfvTRR+UeOKOOTjsCrLKiBoMBIpGIbYHA50dKOjDsw+12G71eb02/0NozeuFFaBYaz8mydfl8Xuz68vIyCoUCVlZWbDoszL1neUBGPunc5eKBzyKRSCASicDlcsHrHVYUonO30WiITQYgduxwMa4qzscaxjYY26BhbIOBgcGpgmOdGrVjxw7ceOONaLfb6HQ62LVrF7Zv3457770Xn/jEJ/DXf/3X4siv1Wp42ctehn/5l39BOBzGf/3Xf+GVr3zlEbXJVH8wMDgEHK0BMHmRBgbjCbNwMDAwGAVjGwwMDEbheKRGXXPNNbj66qthWRbe+c53IhAI4JOf/CS63S7e9773AQC2bt2Ka6+9Fu985zvx2te+Fn6/H8973vPwghe84IjatK7pD7VaDYlEQhZEnU4HKysrKJVKEpWl99jn80muvo7at9tt+UxXFtBaC1opmiJG1GUg5c3lckklBObLAau0RUbmG42GCPxR44Hntt2o/6fNEI/HpQID9QBI6df0u1G1r0nTdy4YWae7Wq1iaWkJ3W4XS0tLAID5+XlUq1WJbOuoxhNpKug0hlEMh3g8jkwmA2AY/WdbdSoHIzbBYNAmvsg2kI5ZLBaxvLwMYJiXmEgk5N5q5WeyKrQoJyNIpDzqig2DwVA7w+v1ih6GbrcW5eQ7QKXwYrFo01RgZONocLQG4FTNi+z1eggGg5iYmEAoFJJnzHeCLBOqfwOrgqjOqCMjePrYAERDo16vo9FoCL2VUSvm5nLfVColorKJREIoXzoS6YyCaoaNpkUzT3cwGNiU2cnW4TGc9Gli1PUUCgWhaddqNZRKJeTzeczOzopaPs8NAPv378dPf/pToQfTXjjT0XQEddT31CVxKrY77YuOyDrvE+24jl5yH523ru1Rt9sVG6NzrhmlZJ16tp2q7VpPhzZb20VgmH/d6/WQzWaRTqeRSCRkLGg2m1hZWZGcfhONPL4wtsHYBu5jbIOBgcGphOORGnXllVfiyiuvtH3/jW98Y+SxrrjiClxxxRVH3aZ1ZSpwkUhj3mw2bdoETgElnX+nUwEITSV05iPSEcDtOflwih3F43Eb5Y2Ld2C4CI5GozJQ6oF/MFgVUGq324hGo2i326jVanINsVgM0WgUlUplTTWCUVRMPUlw/k1FaD1x4fVpUSi2lYvxJ6pWwe/09TCPNJvNykI9FAoJ9dGZMsG2kULKe8HJGa/bmUIC2PUtqG3Bc+m8Vi3sqRWndQ6kdlIEg0FkMhkEAgH5vFaroVwuS45tMpm0TVq0avWR4mgNwKmaF9npdFCtVjE1NWVLsWHqS6PRgMvlstGJY7EYvF7vGoqxFm3VFUUGg4GImbXbbdEqIQ2XVF2+AxSsaTabmJmZsSnC60UKj83fpPvq/GP2C7/fL3RaYEiX1SldzvQf9nGnXdP3DQAOHjwo5ygWiwiHw7ZjuVwu5PP5NTnb2g7qa2ButO7rdPAGAgFEo1Ekk0m5T9rJqh2tHo8HsVhMbJa+BmdZOraHiyt93fzt9/ttYq10LJfLZezcuVM+54JTV+EBhmltejGjv0ulUpicnFyT5lWtVmUh4tT0ORyYhcORwdgGYxvYHmMbDAwMTiWMq21YV6dCPp8XwSRgmLOmVfzJHADWesi1F5+f6zw/PaiyzBAwHEi4mEwkEjJpAIbMAy78nWUQWSmC+YqE1nPQA3EwGEQul7OVJKrValhZWREhQl2NQEfSR7EtNDjYUXxKMw24n3Ow19DOA94fTsy0EJO+bmpMTExMyCDrZCRwP90WsgLIDtFOAToB3G63rXQknyWdEzwHJyyjFvwsEcZIBa+LxwMgjiUKgrpcLolUcPLD+tq69NSR4GidEqcq2C/o9KO2RafTkTrmXCjoqiC6xJw+FqNNnOgCwwUCHZhcLACrlT+00xIYvnfFYlHEvPj+UhSUz5rvINvEz4C1avChUAiJRELKvVFQjm112hgdedXH4fecjPd6Q/X4er2O5eVl0V0Bhn1527ZtSKfTcj2EU/1et9lpQ3iucDiMZDIptoH2m8+L+5F1xIWctnu0y7q0ngYdfM7FBiOhjDpyUdRqtWxOTc140yWAJycnbWJvumRSJBJBIpEQpybvh3YiM6+a9/xwYGzDkcHYBmMbNIxtMDAwOFUwrrZhXZ0KhUIBvV5Pyj0mk0mhlTkX2DpFgAMRYC+HqAd7J9Wfx+PAz2Nw8ejz+RCNRkWBmF4hzabo9XprxAjpUNA0RmC1RFE2m5XPWBM5GAxi7969khbB/ehB1ywJXqOTkcH0Ci6GSdfXTg+nU0HfM+dgx8HWuT3bTEdCKpWSwVq3ldfBc+pKC5yQ6Xuvv3NOGLTKte5IdBpw0seJoxaE0tfGCRPZEmwTUzWSySRKpZJtMsh0i6PVKBhXr+LxACeK5XJZPmOaDJ1KqVTK1t8jkcia1B1uyz7MRQjfK7KenFE5Up11P/L7/SiXyxIFA4bvO+0F660TdKAxCspjNRoN9Ho9OQ4nrKRoOxcIT8S+ckJXnvH7/chkMkin06J8znvU7XbFOeq0ZWyDpgE7bQLBaGo0GpWFQzweF2X2UYs49rFRjmLdf3lvdUqStjNEPB7H5OQkgNWKMblczvZMaeN5fraL9pk2Ti8CmBYVCoXQ7/dtoq16IXqkCwdjG44cxjYY22Bsg4GBwamGcbUN6+pUYIkfGuBSqYRarYaJiQnEYjGEw+E1VHcnzY/gwKcHHkbSnZGLeDyOZrOJarUqDyoQCMj5RuUmAqtqxKNSCDTzwO/3o91uyyBOxwIj5Fu3bsXS0hIOHjwIYKiDMD8/j1qtZhsg2WZei3YyBAIBpFIpZDIZ8cADq15yLu71ZIqfOZ0yepGvKZjxeNxW+xuAOBecDAUdbXFOBHhNLNWo2SXNZlMog5pSymvSlEgdLarVarbnwFJP+jlwktbrDauGcCLKaFCpVJLIk2aH8H05GrbCuBqA4wG+P3QK6c/D4bDk+dImMLfV6UjkO8ioo56At9ttW+41sFp+lqVr2Uf4t9c7rG3vzJeNxWIjmUFcNGjKstfrRSqVQrvdRrFYlD7OCbemVjvhdrtlgaApwNpm0Q5u3rxZzqMXWNVqVSK6XLQwKsfoqs4LL5fL0n49GY9EIojFYsjlcjJ5n5iYQCQSkQWJtgGafcTvGb2lXdU2jto6LAdLG8Dzkt5MB2en00EwGBSdFh1h7na7wkii45b53l6v10brJm1b0+a5cGg2m5Lb7nK55P0bpez/ZDC24chhbIOxDcY2GBgYnGoYV9tgqj8YGBwCxtUAGBgYHB2MbTAwMBgFYxsMDAxGYVxtw7o6FVZWVmyRa7fbLerE09PT2LRpk0T5GXVnlH2U7oBOZ6AHnhUJtKgfawr3+33xvMfjcRs7gjl+WgMAWJu3qCMH+hyMmDtTDWKxGCKRCDZt2oSzzz5b7sO+fftw4MABLC4uSlpEq9WCZVno9Xqo1Wo21gFFCDUtkufW4k36c2fqAY9FtoJmLaRSKWzduhVnnXUWzjvvPJx55pnSfn3dzHvsdrvCztBqzTpXkdvryIzL5UKlUhGhI95HRgN0W8vlsrAVKJ7Ja2BERF9zu92WaEelUpGogdvtRq1Wk7QWrfJdqVRslMYjxbgagGONVColFGI+J8AuQNput23vESmsT0bJ1bm3jCjx+fOdqVarKBQKqNVqtjzeVqsFj8ezRosEWE29eaJ0Gc3aAVapwf1+3yYCS80Rt9tti25pRpBOAaO9i8Vi8Pv9sk+v18PWrVuRy+VQr9eRz+el2orb7UYqlUI6nUY6ncamTZsADOu4VyoVDAYDW5TS6/Uik8mgXC6jWq1Kn04kEsjlcti6dSvOPfdcsQ2Tk5PCLnLmYfMnFovZqrboOvSdTkfSuA4cOCDK9ezHwDC/nBHJTCZji1jT9kQiEbEZrE/f6/UQCoVs18ZIrmZuBQIBSb/rdDool8uiiaPvA3OrAdh0eQ4FxjYcGYxtMLYBMLbBwMDg1MO42oZ1dSpwcaoXuFw0kq7GQZdaARRy1NUfdLUGLdoTDAbR6/VEhJAYDAZCryPFMBaLIR6PC82P5+VEhJQ6Z2qELjOlBQi1Y0GXv+x2uzZRKQDI5XI466yzUK1W8fjjj2PXrl0AgKWlJTSbTdRqNSwsLEibvF4vZmZm4Pf7USwWbYtgVqegc0XTElkBgYt5YLXkFhfx6XQawHASsGHDBmzYsAFTU1M2BWQ9ERj1mf5cP1tg6OTRVNNmsylCkVpQKp1O294NAFIatN/vI5/Py3elUkmeYyKRsDk6SAUtFotrUjb8fj/q9bo4sgBgcXERy8vLtvMeCcbVABxr0KEUiUSQTqdlYs3JGwBRTufErdPpoF6vC6VYOwGB1Um2XjgwF5f7AsPcW/5NQVf+DWCNc49pNKT8ulwuW/6ynuTz3KQpc1+WPN2yZQseffRR7Nu3zzbZb7Va8i5qm0ENFKYD0f7FYjE84xnPQCQSEScl72Gn04Hf70cqlcLpp5+Os846C8DQ0ffAAw+g1+shGo2KQBzTyahqz3NTRO60007D7OysPAdO3Gkjtb0CINdNcNFAQbx8Po99+/YBGC5m+Dzq9br06XA4jHa7jXq9jmazacv95iIwEokIlflnP/uZLBxY2YfPhKBt5PFpS+r1uq0kX7lcRqFQgM/nw4YNGySdav/+/TgcGNtwZDC2wdgGwNgGAwODUw/jahvW1akQj8dt7AIOhBws6/W6DEqxWEwcDTpKUa/XJSe+1WqtyUPkYp+fd7tdWcRaliVCh+FwWBwXenCjOBOPrQdGOkWcg3e/30c0GhV2AAcrCjpqYUCCkQKPxyODHrUWlpaWbNoTjCS43W4sLS2h2+3K8dLpNEqlkjhntNKxz+dDMpkUoSEAUjJy8+bNSKfTUjqSIlMs7ThK00I7cJyaDbwXHMwpPsVSmLzmUCgEr9eLUqkktbHn5+exYcMGeVY8D++n2+1GpVKRyEWpVBJnU6vVkmugsFS325UyUWwrFajpUFhYWAAA2ySDUa4jwbgagGMNLhyAYd+emJgAANFAWVlZEWcUnz/zZ1kdhJNMvrecsHICWK/XUa1WpRScFkBjlCmVStneF2D1XdbvI987Ko6PcrQBq+8D+wnfe/bDRCKBjRs3olwuY35+HnNzcwCGk1UtgEq0Wi0sLi5i//79KBaLYifPO+88nHPOOSgUCti9ezeWlpbEvrbbbczPz+PBBx9EJBLBaaedJvts3LjRVjaP2/P+bty4UXRVaD/8fr9NtJX7sdQbI6SM/DnV7+m8bbVaojHDfthqteQZFwoFeUaxWAwTExNIpVIIBAK2hQBzo3UEmFFn7bDkO0AWmnYI63zparVqq1+v7V2r1RLH7OHC2IYjg7ENxjbw+oxtMDAwOJUwrrZh3TUV9OLaGe1eWloS+lgoFEIoFEI0GoXH45FBSYsA0lkArJaR9Hq9iMfjMmg1m02USiVROtZCkHQSuN1uicxzgKcoDycJGoPBQNIU+D/ZCpqpwOPpyARBp0E8HhcHCH9zAUxKYjKZhNfrxc6dO7G4uIhMJiODOkUOmUKhmQoejwehUEgcC8DQsbNp0yZs3brVlqbRaDRsERxdkpP3kp8Bq+JQ/NHpD41GwyYeye/4P1M5GDXp9XpYXFyEy+WyKT27XC6J+uj743K5JJ2hUqnItZOp0uv1bAJaWsSzVCqhWCxKFIqslnA4jKmpKYkKHS5zYVwNwLGGVkBnmg8AWySR5cFYNQZYdUh6PB6JprGMGSNNuioIJ+R+v1+cUFNTU0ilUjIp1ZFQTkw1Jbper6NYLCIWi9nKjAH2fueMfPH91alRtDNcQPB9W1lZQaVSQblcxvLyskTAaOcSiQRmZmZwzjnnAIAsGr73ve/hpz/9qVwnMRgMMD8/j3vvvVeO9cxnPhPbt2+XBRnPXa/X0ev1kEqlMDMzI4sTl8sl9pYRTmCVhk17RdusxU+d96Pf7wsVe2FhwXZ91WpVFhR8/vF4XGy0TudiuzudjrCfgCFtvd1ui/1zKskD9igpF0JUjA8EAnJuOqAZQdU07sOBsQ1HBmMbjG3g9RnbYGBgcCphXG3DujoVaLydjgVdx1hO/P8GnlAoBI/HI4MhF55aYwGAqDcHg0HbgnBlZQXFYlFqE5MVoOsS6ygCB0NWVdCDRa/Xk2oQeh+mGPAzrTTNnEKda6lp/npwc7vdQoE8ePCgsDMOHjyISqWCvXv3SkSFA2gul8MZZ5yBwWCA5eVlW0QgEonA5/NJZQcAmJ6elgoSWmGZ182UA16bThHhAA7AFglyal4wRURXWeD16ckTHR3T09M2OiedBCsrK0IxjUaj2Lhxo5yjVCpJZImRHN5Ly7JQr9fl2fV6PYlMaUeUbtfR4kgZDqcqmCu9detWidbFYjGbUysej8Pr9Yo+Bp8bjS0nqpzwk6ZM5yJB51QqlUIymcTMzAyAoUJ5KBRCOBxGKpWS4zebTXFGagdUrVaTXNp2u23r01r7hQ43ANKnGG1jm/W7qt+ddDotDCqtUD41NYXt27cL04hO0EKhgPvuuw+/+MUvbHRtYPjeRyIRVKtV7N692+aYfdaznoVcLmebREciEVGk12X8nNfIayCziTnm2rHIduv9gdUUKFKZtVOY9yUYDEp/rdVqyOfzGAyGKv16ok+V+Hq9Lm1dXFxEq9VCIpGAy+WS7bno4I+OkJJtxXeQ9y+ZTEpuvabcHy6MbTg8GNtgbIOxDQYGBqcyxtU2mOoPBgaHgHH1KhoYGBwdjG0wMDAYBWMbDAwMRmFcbcO6ORUoeqOjBDpqzRx8qvpPT08jl8uJVoHOl2MUnFUEAEiKg8vlQrfbFW+2ZVlCmwRWvd69Xg/hcNimH0Do6Do93sBqTh4Am0ebkXy2S7MbdLULwrIsW/qARjAYxPT0NAaDAR5//HEAQ82BhYUF1Go1tFotFItFaWO5XEYul8OZZ56JTZs22Wj9WgBq8+bNAIaCjGyrvgadDtLr9cS7z/xQvR3B6+r1eraITa1WQ7VaRaPRQKPRsNFV8/k89u7di1KpJFTUVquF008/HblcDt1uV6iV4XAYKysrWFlZQbfblWfNKIgzwuNksDi1MHi9TqaMfjf0u3I4KRDjagCOFXjf0+k0YrGYUI2dFU+o7l0sFiVvmmDOK5kt1N3w+XwIh8MSsctms8jlckin00gkEpiamgIwpAuTjUT6MzDsz81mE5Zl2bRTyuWy5EprRhKwSsUms4rfkZ7dbrdtDCUtrAZA+oK2FYlEwpZ7TKpxs9nEzp07AQAPP/wwdu7cKcKj7DvAkLJM5pNOUfJ4PBIR1LaO7CanTdJpTjqyyCieth38vNvtSqTTqVLv8XjkXtBuMCXK5/MhkUhIPjWF6the3idW9GFkmOdm6lU4HEY2mxUhWqq4a6YV28Rrps3QNpQ2QVefOVwY23B4MLbB2AZjGwwMDE5ljKttWBenQjgcxsTEBLLZrOSiARAqP/UQstmsaAXMzs4il8uJUCMHBr1obLVatsVssVhEqVRCtVoV5wHTFbiPpsGTQsnBHVgVQ9LpEPybC1hnuUYtnORyudZQ+jjJ0M4GljqiejXbR8cEVYV5fGDo1KAQFa9j586d2L17N7LZLFKplKQQTE5OIhqNioKznlCwegZTI54MvGd+vx8+n29NTigwdDToiVKlUpFSjcViUXQyisUi9u7di2q1imAwKBO4HTt2YNOmTZKiQUGu6elpFItFHDhwQAQ62Saez+fzrancQRqj05mk3yN+x4npxMSEbWK6a9cumbwcCsbVABwraAosBdlCodAawSvmrAaDQXk/OKGjOBjf+WKxKP3J5/NJPvXMzAwmJyeRzWZFeA1YFQJlP2Bf4HutxVzZZoqSNptNm1gXU4G0MCkAoTDTXul0LS4aAHveNcFyrgAklaharWJhYQGPPvooAGD37t2SJhWLxTA7Oyt2ZmVlBblcTmi+dNhu2LABmUwGqVQKtVrNRlkGVm0s//d6vVJZRWukcGFA5yVtMXPNtRq7hraXfHZcOPC4zG3fvXs3Dhw4IFRznVdfrVZt9pPH5nsRiURk8cg8d27D94wlhfm5drRS1I2pYlrs1plC9WQwtuHwYGyDsQ1sM2Bsg4GBwamHcbUN6+JU2LRpEzZv3oyJiQlkMhkx9CsrK6hWqzLgZDIZWVBq77Fe+I4SCwSGg12j0RDHAgX3gFWhH4oyAZB8SZ13DwydCnR8xGIxURDm+RqNhkwyODByIGQepF5s00GhBzc6JJh3ye/oYff5fLAsS5wWdAyQqcAykgBkIlOr1RCPx6Xt09PTIgL5RNUcRjk/CM0M0foPhFOHgPvqBT7FlXbv3g0AePzxx0XMKZlMykCcyWRsAk8a6XQak5OTaDabolxdqVRw8OBBaZeehDL/kY4qfT3ascN9ePxMJmMruUWxLFao+GUYVwNwrEAxMR3RCofDMpFkeVnmMLNmOLA66aaeBxcUmUxG+rnH45FJ46ZNm5BOp6V/cFLKaKR2IhK6pKyuqMIIKbVGtLI4oaOR3W7XNvHWfY/CX86qLfxpt9s2pXgeUwvKDQbD8qnLy8tSa12Xb2NlmlAoJPniXDhx0aCdo1oDhnaZz8i5EGBkUVd/YZtGsXwonsZj6X6bSCRETM/tdtuEVhkR1qV0Gdmko1OXjfX5fJI7r0XX+B7pHG8ufpj/PRgM5Lo1K47RVR7LLByOHYxtMLbB2AYDA4NTGeNqG47KqcBI9MzMDKamppDL5ZBIJGSQ8fv9iEajKBaLaxaBepDUSsocWLSiP7BKVePkQ0cuGo0GfD6fCP8BQxGjcDgsg46mVrI8kR64CZar1HQ5YNUDT4FHgqKBwOqiXP/WnnnNSNCMB9L9w+GwrdIDMBRSTCQSGAwGmJ6elogDHQp0gHAg5/l0lIVgJJ8DKQDbMfTnrJDB+6+rRbC0FlWy+d3k5CTK5bLcYx6r3W6j0WjIvdN0Ty2OxGs4ePAgVlZWxFmiIxpu97BOeLfbtTl9nCJZuhpGNBpFLBbDYDCwOV8WFhaMU+EYgWrtExMTNvosHU0UGeXEutFoiN3QkTz9DtOpSNqrPhYn+uFwWBYgnLjyPaTNaTab0k80RZdRTh5HLxzIOmKkS5dYpR0ZJQjLSTftDyfjAGRSDqxOxgeDgdg2ADJB7vV6WFlZwfz8vHzHsmrZbNbGAuPE18neYUqUz+eDy+WyCcjyt2Zu8Z6NOg77nBbG4/1sNpuIRqNIJBKy4CIlnYspPhOyrGq1mojp8dq4ENFlaKnOT+iFGn+cjmlddadarYrjmcw0pnLRjutF4qHA2IbDg7ENxjYY22BgYHAqY1xtw1E5FbZs2QJgGA3IZDJS2pCeXEYTnLlqwNBTzoUn1f+B4QCjafg6Mq71C/i7UqmIJgOVooGh8ff7/Wg0GgiHw6I4HY/HxSvf6XRksQtABjbt5QbslD1gdbCiF12zFPT2/X5/jQ6As2ICMEwp4KK+2+3anB0ej0cqW4xiD+iJCs/Nz3UEgfea59FlIDW10Xl/dRSFz0frZ2gHC6mC/FxPuthO3l8ek5Mkt9stzy4Wi2FmZkaeGScTfDdY1lI7QDjJINuE+5L6qB1JAOSzQ8W4GoBjBR3N0U5C3n9OYHO5nDxfOtNYao778XPmDrOyi3PSTXYM+4mevOs0Gl29BFh1mJEKHQgE5D2lE4r0ZeY2ayclAHGYsU2aIeXxeGwsICqc6/5L/RDeLy6K6BBbWFiw2RR97lgshmQyKddNZ5++Nn7OH/3us/8PBsPSq3zXuYjQeiVsn9Mm8rmw7bQlehLOfHePxyPtWllZkdJxVG3n/fD5fPB4PDYNnXw+j0KhsMYettttidZ6PB5xKiYSCQQCAUnXKhQKkgZVqVREz2YwGGBxcVHev8OBsQ2HB2MbjG0wtsHAwOBUxrjaBlP9wcDgEDCuBsDAwODoYGyDgYHBKBjbYGBgMArjahuOyqmg88yo3uvxeMSDr2n1g8FAciSJwWCAVquFZDIpXmuyFhKJhGgeAMN61DoKTxQKBfR6PdEWoJe9XC5j//798HqHtZe3bdsGYJXur1kUuj3Mg9Sfa9ofc+8A2Ch4eh8eR0fogaHXn8wKfW567nWEX1P6lpaWkMvlbPswWqMFJdkm3iOdL6oZDVprghoSWmma2+n99DPXEQpGQviMNDuC7wGFmBgt0PoKpKNqRkcwGEQymZSIA7eh8CaFoZzpKd1uF5Zl2VgMTNXw+XzynHidTn2HJ8O4GoBjBfbzZrOJ5eVl6f98rylkOhgM4PF4kEqlJO9X57NSRBSApOMwIuiEzj12fs4IJP9n9E9XFwkGg4jFYggGgyLIRnvCXGaPx2NThR8MBsKsYh44sEonbrfbtnrwwGof7ff70t52u21jYjFaF4lERKCVUVBeu8vlQjKZxNTUFBKJhOzDa2Xb9HvO1KhRFGdGdZ06NKNsJW2GPjZp7OxbTkYUj6XtTy6XQ6VSEYo6j1cul1Gv1xEKhRCPx6WtsVgMiURCaO2MOlLgluMA+z/zpElhrtfrEim3LEsozzo667R5vwzGNhwejG0wtsHYBgMDg1MZ42objsqpQDoaF7ZUadbUeVYG8Hq9WFlZkTQIljTiAK6FmPSCWQ9WNO6dTkdyIqkDwFx7Jx2fNH1OPuj0oOiS1+uVh8uKEc78QT2RIf2S0O3kuSnQyHtAKqUWR+Q9AVZTMli6cf/+/TIBcblcCAQCCIVCUn6TYLu09oGmH2o6JNtJhwrvJQd7DvROJ4SzrTo9hDoQOg2h1+tJqgVTEKjEHIlEbNRE50SEKTC9Xk/eh3a7Lc+a71k0GpVyUdxevzdut1vOzXZTq0Jfj6Z//jIc7mTiVIeutlKtVlEsFjExMSH3vFaroV6vi5BrvV63lXvTmiBcbCQSCSm5qh12LpcLkUgE7XbbVjEmFovZtDd4nGq1KhNG3XcoCJdKpaTUGPsh3xdNE9bgQkD3G/ZPPXnXDjnqgPBzOhV1KpDXOyz1FolEsLS0hFKpJHaECx1n6VwuGtivNe1af6bPofu/Lrmm05l4nFAoJDRmTWHmOWmvdIk6Xiuvh/270Wggn8+j3+/L9QB2JXddfo6VAmhfSAXn+MN7pW2S2+1GtVoVPRdeh8vlQiqVQr1eR61WO+I+bmzD4cHYBmMbjG0wMDA4lTGutuGonAra08JBIxwOS+SaDIJIJIJkMolEIiHq+7rEUqfTsZX7CwaDtsGRx2euIbA6CWCdaQ4uHGCcUW8uMrkvRZGcIkPA6kCqSxwCq9FtrW6sI+960uAcUPU9Yt4n92OuZz6fR7fblSoQwKoyMoUw9bn0xEozDZziSLwPbKsu3cX7wAFWX+uo3EhOSiig2Ol0RK2ZEyvqTOhOo9kZvIZAIIDBYCARIJ6bIlicmGiHUL/fRywWsx3fqaCtI1jAcHJCgS/e11EK1U+GcfUqHgtoh1y1WhWxNU6igaEjTUcc9fOkI4nvC3U3yApipRCKatVqNYmYkZnEdtDBxwgkj8NjaOYUI38sNaYn9qwWQscVJ6wARCxMv+/aiaf7Fa+TE91RLCOyboDVaFqpVMLS0hKq1artPq2srIiQnT4Wc8D1udnPOYEmeG1st5PBoxcWbBOfjc/nE5sLrNpDOhu1ndZir3QUUqRNM5yAYZQylUphMBjYKgh5vV4Ui0VbfjuPSSaUXlDo58HtOKb0ej1ks1mxBWyDHosOBcY2HDqMbTC2wdgGAwODUx3jahuOyqmgxRcpqNNoNCTizDQGDtSVSkWcCqQ7chAlnBQ1zQqgijLPSbRaLRQKBakyAUAi2tPT08hkMjKQcIDxer02Kj/P5aTtaWhHBLDKemCpSR5HlzbUEXgN5+SgUqmgVCpJtMFZojKXy2HDhg3ymY7I6MgNnQc8rpPBwPbp0or65dYsAlaVYFSFn8diMYkm+Xw+iSBMTEwgn8+j2WyKh5/Phwt/Hf3hs9dsB2C1AggnPZr5QvaJbhPLSVqWJYrU+ju+d9opZWiMxw7BYFAm73zHee+1s4wlZp02oNfrIZVKiS3gd4xGkmLMd1WrfrN8GABJd+n1ehIRBYZ9p1wuo1KpoNfricMxk8lItIvvn65Uotk6Tuemk1rNqFu/30ej0ZD+1uv1JJqnhea4Dc9Le9Xr9VAoFLC0tGS7Zn5XLBaxb9++NbXYAYjzTzvxaPectGeeU18nwUWZvhfsY5FIRPq/RigUkoorbAtTwphyxe0YpdaU8lQqBbfbLUr+mnHEsrW0HQAkwskFny5LR/vLZ8J3kzZap94BwP79+9dcz5PB2IZDh7ENxjYY22BgYHCqYz1sw2AwwEc/+lE88sgj8Pv9uO6667B582b5/vbbb8ett94Kr9eLt7zlLbj44ouxsrKCd7/73Wi1WpiYmMCnPvUphEKhkdseCY7YqaDTBpjz12g0hOoHwFbGKZVKIRqNysRBL/w0W4CDAQcBeorL5TIajYYMsEyrqFaryOfzOHjwIObn58XRkUgkkMvlkMvlEI1GZdHKFAJGQtxut00NmQPSKArjE90HQuch0mGiqYccoFl+itdWqVSwuLiIxcVFVKtVWxSdVSp0SggwpPqxXrduh6ZSAqu6BvxuFOWfi3Wfz7em2oPb7Za8Q2B1Uthut1Gv120DNKmF1WoVtVoNy8vLAIYDsdvtRiqVQrValfsUCAQwPT0Nv99vY1uw/Yx6aAcBI1v1et2WVlKr1dBoNNDv91EqlWz3QUeh+He1WjX1po8RtEOMziROAjmpJ8V4ZWUF5XIZs7Ozsh/zftPptE2xPRaLicOq0WjY0omcDit+riuCcPLOc3Y6HQQCAUxMTAAANmzYgNNOOw29Xg/9fl8m2YCdacM2ApBJbDwet0XlGNUj7ZkTYl0GVU/GOfnWSuXAcFHE3G6Wb9NOw3q9jkKhgJWVFZkQk+k1GAxz0nkO3st2u70mtWxUuhYjiM5FUrvdFtvG1Ca2h3Y9HA5LHjwwXDg6NXcAIJvNIhAIIJlM2mjG+riNRgOZTEbem0wmA7fbLeMKt49EIrJw4Humo5w+nw/RaFTOwTJyfr8fmUxGbFwul0OhUDhkx6OxDYcOYxuMbTC2wcDA4FTHetiGO++8E51OB7fddhvuv/9+XH/99bj55psBDKvh3HLLLbjjjjvQbrdx9dVX48ILL8QXvvAFvOxlL8MrXvEK/OVf/iVuu+02vPSlLx25rbbHh4p1YSqUSiXxdOuBh2yBUqm0pgSh1+sV2rtOKeDAyEU3F63Ly8syYWD5H2A4CSgUCjIpYOrFxo0bMTMzs0aHALCXNdT5l0yl4ERH70dv+igBIr3w52c6R8+ZVuHMOaSo5OOPPy7XxTY1Gg0UCgXs378fExMT2LRpk1ynU0uB++nUBS2ayfQBy7Js6RJ8Zjplg/fBOXiy/WQE1Go1W0pLKpWS7/jsHnnkERQKBXEscUKQyWSQyWRkoqHva7vdttUpB1YdAcwr5eSAzgK+Q4VCweYU4T2hrgLfG+NUODbwelfLhfE91Hm8AKRvs6/oSSzTZ/iu8Tuv14tkMimTcX7ObRhpog3gJNKZjkSGks/nQyKRkAluNpu1LXo0+N4BqzXggdW+zhr2nKTzGizLsi04NCvKSZV2u91CCSd9O5/PS343nbcE84pbrZbN0UphVI/Hg2AwKO85o3p0CGrKsXY20jZo5zAjksAw35iMLS5C+Hx4PGJychLAsE9yoeR2u6U/kYWVSCRsjkIAsihot9s2jRU6DynKxnOzjUxvA1YXalwA6bGGefVutxu1Wk1sw+zs7GE5HY1tOHQY22BsA2Fsg4GBwamK9bAN9913Hy666CIAwLnnnouHHnpIvnvggQdw3nnnCSNtdnYWDz/8MO677z78/u//PgDg+c9/Pm644QZs2rRp5LY7duw47DaZkpIGBocAMzkwMDAYBWMbDAwMRsHYBgMDg1FYD9tQq9Vs6fUMjHu9XtRqNVv6WSQSQa1Ws30eiUSEWT5q2yPBETsVdJWHubk5NBoNFItFhMNh8RDH43GJMrOKAdMQgsEgEokE4vE4UqnUGo82sFpyCgAOHjwoefyVSkU87/V6XZSDo9GoLb+fZQk1M4FsAU1f1JETrfPgzOXUDABgtRoBqfo6ncPn89kqHfDcfAGoM8FjdzodtNtt1Go1W3Sm0+kIkyGbzUr0IhqN2tgIzigKRYe0WjMAW4oBwWNoOiPpofybx2cpJwo16tSScDiMM844A16vF/v377dpbuzbtw+xWAyzs7OYnZ0FMGQqsFyU1lSgvkS5XEatVhOaIgUsmRajBa50BEt3Bj4bRjHIBKlUKrAsyxateTKYycGhwev14vTTT5dnoPUvnBofVD53uVwYDAYSgWPUihRW9gVGD9l3aWeYbxuNRjExMSF0WE0xbjab0qZ6vQ6v14vp6WlMTU2JVgn7FG2A2+2WiByFQ9k+vq86fcrtdtsYQDqXW1OiB4MB4vG4LQWMaV8ul0vSe4Aho4YsLW6n7wcje9QVIRh5dLKZSHvW0VwdZaXmDGDXrdF2nf2t1WpJHwWG/ZnHZyRZM51G6dXo0nmJREL+tixLWF4+nw+5XE7ayqglKc1sO+nmOhrJa6Yt1qJ1FPHlGMXny7x2E41cXxjbYGyDsQ0GBgYG62MbotGoLbVOaxA5v6vX67Jmq9frCAaDqNfriMfjT7jtkeCInQqk0wPD9IdqtYqFhQVZxAOrOfYcdEi9A4YD0crKihhuDvZUVwaGN50L72KxiKWlJSwvL4siNDA0/ul0Gul02mboY7GYbZDlANZsNmXA4SKa21B1ehTtksfQKtXAqhNETyw4qWH+ItuqaYI6lzIWi9lqMes2MReRP7wfTBegQ8ApQBgIBISayOumBoPWquAg6/V6xUmin7GTFpjP5xEKhZBMJuHxeGyaEfo3a2fzHgWDQUxMTGDLli2SwrF582ZMTU1JaShOQPL5PJaXl1EsFkWng9fAMlbMkwVWtRZIAWWpMl6fy+WSXEpdHSSZTOKCCy7AD3/4w19aDcJMDg4N7D/s53TssU67Fu9kChS3ceqBUDzLKYjGSSnfI62Jop1mpBgzRYnOKU5E4/E4Jicnkc1mAaxSpZ3HIOho045FLnw4GdfUZ9oLZ7/SOd46TQeAqJbzHkxMTGBhYQEHDx60LbYInj8UCokwGfOutTOV2zrvI89NOrTWXaGYm9OWOinsBHOjeQ90bjbT2fi3pkM3Gg10u12b2n44HEa/34fL5bLdP1LZtYK9fvYcG/jcmONN6Fx15nBz8cXnHg6HEQ6HbXoxTwZjGw4NxjYY22Bsg4GBgcH62Ibzzz8f3/72t3HZZZfh/vvvx/bt2+W7HTt24MYbb5R10a5du7B9+3acf/75+O53v4tXvOIV+N73vocLLrjgCbc9EhyRU0FHpwGIym84HEa32xUWQblchmVZcLlcsrBkLlwymZSSPVpAL51OI5PJSBUDRuY5mOpIAbBaGpDGXkOLChFkEAQCASlDye1SqZStkoJmJHDg0wOl/luXRdKMBs0i0JUi6DkHhs4MKjTr0orAcJBmVIaRGMDOnOAzYTt4Xt0+/q/bxbZqxoUzL5MDLe9tvV6XSATFjZjTuLKyIlEV5q6ybblcDhMTE6J1AQwnRZZloVaroVKpIJ/PAxg6FVixgXQdYLUEGdvKKAJFQqnxQEFP3r9kMikOKu34GfUcnwiHKsx0qiOTydjyZpPJpNSYL5fLwjyqVqsIBAKIx+Oi5M73KJFIYGJiAhMTE2tsDSedeuIbCATEqeR8Ti6XS95xTfmi2Fc2m5XzMqeYi4Bms7lGub3dbiMcDtv6utfrlRJ0o8RnnRE5rTujr4uOWr1vuVwWm8hjafsQCoWQSqWwceNGuc/RaFQWD04Wk2YlsQ/okrK0j842USWf90kvYJyLEzr9+v2+LVqo7wPbxAgn7acud8uFHJ8tYC+tx3PweGQp6XPpPHVWAuBY4yxXqBcnuqzeL4OxDYcGYxuMbTC2wcDAwGB9bMOll16KH/zgB7jqqqtgWRY++clP4otf/CJmZ2dxySWX4JprrsHVV18Ny7Lwzne+E4FAAG95y1vw3ve+F7fffjtSqRQ+97nPIRwOj9z2SHDYTgW32410Oi2RamC4GJ+amhKKGw1zuVxGqVRCoVAQsRtOHBKJhAjeMAINQGpEcwLCOtSbN2+WaHuv15MBplAoYGFhQRaPdFqEw2Hx9uvjZDIZWYA7HRRa5HAU6ORw1i7WAo0EHRDONAp+p9vEe7aysoJisYhisSjHDIfDSKVSmJmZwcTEhG2Sw4mBjjo4HSIEJ0P6OfI4Ho9HnqUecPU91GrL1WpVSj/FYjGhH+bzeYlg6LKgU1NTmJmZQSwWw8TEhGwfi8VElIuq28CQ+ZLP55HP57F79255Z1qtlkwwPB6P3H+KNGrRTZ6b5ckoEsn7xPrerMTxy2AiDoeG008/HeFwWO4XJ6J0PPK5FItFWSwkEglhsgBDx+LU1BRSqZStIonToafpxIBdTNX5OVW8+XksFhNnGbfr9XriVHRWI+n3++K41P2INsPv90v5XADyXmlnHrDa35xq9DyWc0LNRQFtpa5F73a7EY1GsWHDBmzYsEFsH21OIBCwidCxHbrKDZ+RFrjTivDA8N3ngopgJE8vEtlmPVnXaVc8D/sqwYijE81mU85N21AoFESsTh+f1OUnEpgFIM9U3xOfzyeLLD6jdruN6elppNNp/OhHP1pzHCeMbTg0GNtgbIOxDQYGBgbrYxvcbjeuvfZa22fbtm2Tv6+88kpceeWVtu+z2Sz+5m/+Zs2xRm17JDhsp0I2m5XFMAeWZDIp+fEa6XQalUoFyWQSS0tLmJ+fFxrb4uKiOBk2btwokWVGmklP52DkdrtRLBbR6XRQqVSEfsb8e8uy0Ov1ZGJCaiHzKbkYJ52S3uxgMCiL3FwuJzQ/TcPTA7UeLJn3yAFH16X2+XyS/z8qGgCs5unxnIPBAJZl4eGHH5b7lM1mcc455+CCCy7AaaedJsfhOThY6siAM/pB6HQEglUfnKWkGAUA7FRFTi44UGt2SL1ex/z8vLA6dG4P1bfj8bhcP1MVlpaWsLKyIqkJxWIRc3Nz2LNnD/L5vK2ON50czqgMIzxerxfxeBzpdBrAahUQ1jZnm0qlEnw+H6rVqk1X4Ym8h2Zy8MtBKrNO8wmHwwiFQuKU4rNnRJCpP1xAAJC/mQPLZxIOh4UaTdYPsPoOc1LsZBCR9cT+xjbRKeWcXNMppiu0AEN7Rw0XfXwdFdNUZU5SnU6rwP/f3rvHyHle9/3fnZ37ZWdnZ6+8U7QoWZIZi3LRALZlFK4Qw0iRtAgtM0gMxHHrphDbJK4jRHBkN04MWYEcIHFloHXgGrnYsmAgLaCif7i1JdsVopqKZJESLxK53Nvs7uzc7zM7M78/5vc9e953h9SSu0uJw/MBCJJzeee9nud5zuV7AgGxnXqSzfs7EAjIvu3bt0+ecT4j3F4ikcCdd96Je+65B/v27ZNzSyehjjYCPZvByOPVUpb5OV5P2gF3VJbf19eHNpfoZ8nr9UqNtLY/Wi1eP9Ps/FIqlZDJZDA3NwcASKVS8Hq9qNVqmxZw2qnI34hEIhgeHr7q88v9Yt01sOH05djzdphteHvMNphtMNtgGIbRY1Btg3V/MIwtMKgGwDCM7WG2wTCMfphtMAyjH4NqG67bqcDov8/nk7p5ivUMDw87UgAZGQiHw4jFYgiFQlI3n8/nUS6XUavVUCqVpA/w9PQ0ZmZmJJPg8OHDAHoRBIovcRsAJDrd7XYdKZTNZhPRaBSjo6OYmpqSyDUjHsyMiMVikhqove/r6+vyGcBZFqDh53V/aqbxARDxRX6XmQ1+v1+i/B6PR8oFgsEgYrGY/M709DSOHDmCO+64Q1SheXwUIdS1hlfrpc339D5wOyy/4H7wOuvSEB4DRRp5jnR2yF133YV4PI50Oo1qteqISDGTRas+s+SjUCg4RBRZMpNOpzdFL3T6ohaGZH3n6OgoJiYm5JoysyYSiTjuTQpitVot7N+/X67X1dqoDKoB2EmSySSGh4fRbDbl/PPcj46OShYJAOzZs0f+Pz4+7lDr5r3HDBx3SU+73d50D+vPadgFBXA+u7rG2h3B0lEttxAcy68In31+jzDdmvvp/i1m7vD/lUpF6nh1+rY+H6VSCd1uV+zMkSNHcP/99+Pee+/FxMSE4/dZ2+yOFjK9WAvL1ut1tNtt0a3RWjQ8pxQ71cdNuB0d0eQ+6N9ut9sIhUIO+6g7zLhtK/d3ZWUFly5dAtBLcS4UCo7IK9Hp07yWrMmnHdb3CH+z0WigWCxKdtjQ0BBardaWn3mzDW+P2QazDRqzDYZh3M4Mqm24bqcCB4xoNCppi0whpEAfjXOtVoPf70e9XpcuDdlsFkCvReTCwgLW1taQyWQcbQO1eCIH/YmJCUxMTEjKPV9n20ougHUt/fT0NKamphw6ChxQZmZmRBOAg5BeKLv1Bzh469dZB8hBkcfAzzHlsp8jQtdS+v1+jI2NSeeLZDIp70WjUSSTSZl4cVtMV+TgzutCIUh9rbhP1B5gjaQ+Dk4YOHgyBdWdeshzC/QmOzrlksrLdDrwdapP0xnFa7u4uIhCoYBisSgii0BPi6NQKMjES2tWdDodaUdKca2xsTEEg0EMDw9jfHzc4bCh6BYngHQU1et1maxp/QdzKtw4vE/0vcIUY912DOjdQ5w8s5ymXx2xhloqbv0POpT4/OnvdzodJBIJh6CX1k7RjjNdb+1O66WTk/XC7vRaXXfMbbDmu9FobEoRZnmVfm75GtOcgd7CZWxsTJ6teDwuv33HHXfgPe95D5LJpEMJX2/T/ZtAb9HE/eP50/XH+pj1cfHzTAtm+RXPmxbTZZ20VoKn01bbH72o0teUny+VSo57o1KpIJfLiQNUa8k0m03RSdGdgKLRKMLh8KaUbz73LMOiY5uOUrbRs84w28dsg9kGsw2GYRg9BtU23FD5A1WTGdVmHSIHPk4QIpEIQqGQqPEzGg5sCA1GIhGUy2UZsChS2O12HcJAXGyPjY3B6/XKb1NngYtYLg4ppsPsBToOOMiz37Cu86P3m44CDdsx6sGYytIcLLmvHOi4bX5Ht2bS2QXUCWBEXy/i6bzRWRSAc8DVkxyeCw72HPT0PvA3uR09iWK2ADUqtMoysNGCkrWfoVDIseinard2bgwNDYnjgoJSgLPXNTtKABtK4Fzg856hM2FiYgLj4+ObMkw6nY602tRty0ZHR9FqtRy6DcViEdlsFtls1tHq9GoMqgHYSZrNpmht6FZujBBRBIyf7XR6KupuHRDeb7yHOTmcnJwUR1I/XRD2L9f6H0DvfuoXqeTk1p0Jw33QfdL5OTredBSNz5l74cDFALARqeNnGDmjHQiFQiIE567D9nh6rdL27t0r9zrQy2KKx+Obsom4P/zD39BiaPoa6f3mMwpsLDD6fSYQCGBqagqJRMKRocXFmvt80MZxEcVFCM+RO1pLe+5u0xcKheQ88Ps8vzpivLS0BKDXkYYaPVy8cuzgMdbrdRSLRTkfzHwrlUp97xs3ZhveHrMNZhvMNhiGYfQYVNtwXU4FGlG3t5sed6/Xi2KxKMafpQXxeBzVahWFQkEyFQBIiqOOUrPtTz6fx+LiogwQFG6iZ56Oi9HRUcdApTMbKMqoW2NUKhVxKnDfdXmCTpNzCyxyEqMHEzpGKBQFwDFourMb+HvDw8OO88fMA04SCBfJ3Be9T3rCw9+m44aOCXebTW6DEx9OVDhoagcBhSiZBQBs9LnmIK0zEng+2KqT22LnCWYHsOVoLpdztI5kWcvq6qos/vVxRiIRzMzMiPCidghphxYFvvjdWq0mnTWYqbC8vIylpSXpKKFLXfoxqAZgp9D3XK1Wk8gO/240GqL0DmykxQKQ13k92ZtclygBcNgVPSkFNhx82umno43uyal2pmnHG/uZAxvt1PS2KpWKwznF+46RN3dHGIp86QUJ39e2h4sGr9eLWCwmzyNLxIaHh5FIJFCtVh3CdjxeitTpfeJCh7ah3W5LJhgAUU1nZJjPtbZL2sHJ68PfcUee3eddL5zorOV51fCc6QVCo9FAqVQSW0kbzoWS/sNrynKm9fV1+fzo6KiU2tERrtsUe71eiaJqG0sFfmbaXQuzDdfGbIPZBvd5N9tgGMbtzKDahhsqf+h2u7KQByCLcO1l52eZKTAyMiLp/UBvQuHx9PQW9CKX7QoZYeACtFwuo1QqSVYE+y5PTk6iXq+LcadTgdoE7kU5B1VODoCNSQwX2Bysdf2g7vrAgZMZE0y350SH5Rsej0cGMwCOmkcO7Pw3P9tsNiVKAvQG66GhoU0K0twvXgsOxiMjI3KzsqxC02g0kMlkZEJHjzujLXqhrpWmORCzd7iOxvDc8ji4uNeOCk5iut2unKd8Pi8L/Vwuh4WFBQC9ziDUZPD7/aLdMTMzI73DdWYBMxNisRiSyaTjvVKphGw2K21NL168CAC4cuWKTEx0C62r4U63NZywRSrtAu+vVCqFarWKWCyGeDwuz6luVRYMBh1lQixJ4TPKiW673Ua9Xsfo6KjUWgOQ0hrWNPeLIGnldzr6Op1ezSzvR2bC6MwcDbNscrncpoWD1kEBnAro7jIkOmHdkVDuk7Y9zAxidhCw0XWHf9Ohq7elnaB8DhkJ5ASaDkc6Xrl9ncWkHZ5uuHDg86ZbsnEbuiOOx+PB0NCQ2Cx+JxaLORybfN3j8SCRSOCOO+6Qa7e2ttb32nQ6HcRiMeRyOYdN4nEEg0FEo1EkEgmH3aWTNBgMyn2QzWaRz+elrO7tMNtwbcw2mG0w22AYhrHBoNoG6/5gGFtgUL2KhmFsD7MNhmH0w2yDYRj9GFTbcF1OBXrLqfarU+4Z7WVqm4YZCUzNAzY0FRjV1xoCTMtjT2D9+zpTgtv2er2IRqOb1KDdaXBAL3K9traGUqkkx+OOFrDGT78GQFLu+V40GnV4m/S+ttttiabw5mEdoru+s1+ZhNurT4+6FrDsdruo1+uOTgtMUQwEAg6BQn08w8PDcu2WlpYkG8Hn88k1mpqaAtDLJiiVSo7rk0wmJTsgHA5jYmICALB3716JiuhUSZ1SSj0Ofdz5fB6zs7OSqcASGq0zAUC6OvAaMArCMhuKLnGbQC96sbKygnK5jEwmg7feekvuA2aY5PN5R1lOPwbVAOwkzWYTsVgMgUBAonXpdFrqUguFgqOciUKgLNnR9zDLZ/TzybTnqakpNJtNTE5OAoCjq4dOZWamC6NkfBb4Gb/fj7W1NXkW+AxqkS+tDs9ONW7VdGAjYqojhbpTjlaBZx2vriPn8elnhedJ2wXaOR4Hz1cgEJBU8FarJaVLOpJIcTgeFzVJGNVlRpfOTuI1cJdw8be1OB5fKxQKUurEbYVCIcTjcYlC8zvUbnFHbfmMMyLJY56ZmZHsL11CpseMSqWy6foxhVvrp0SjUfj9fng8HslaAjbs49ra2tuWRfEYjGtjtsFsA2C2wTAMAxhc23DdmQo6tV2LDepWS0ydowGmA4FpkMBGa0qWDbjT6d0DAxeMfr/fUa/n8/k2TRz49/r6OtLpNLLZLC5fvgwAePPNN0Wox53ur+sDteoxU9048HCA3rt3L+68804RB9LaDBwYG43GJgcB4WSDv8sJi7uTBPdVn2O+pnUkAEhrS04aeD60iJMua1hcXEQmk0Emk5GJHwApOWC7Rx5bLBaTCRudOTMzMwCA9773vZiZmZGUSe6rLvmgvoK+1pVKBaVSyaHzwE4i09PTUuoSj8cd14uTtEQiIWUZkUgEmUxGnATUa1hcXMTs7CxWVlYc14ACov3SJjWDagC2C++pUCiESqWCRCKBoaEhcU51u13RS+l2u3LfcaKnW6vp1FOWCrEmGdhob8aJNSe8uVxOUlXdTkQ+i/q+48R6dXUVs7Oz8nogEBC9FZZOjY+Py7bYlUTXbLdaLaTTabGLfO6pDs7yL13exXuNqdk8f3ye9TNOu+Pz+dBoNBx6Kzz/gUDAYQPczxS/437ueF6pss+ady04W6vVkMlkpIMP95vnGtiwY81mE2tra3KedCs2r9eL6elp7N27F7FYzCEYy3tAHzcXfcCGbg3/rVsVs/ab9eDDw8MiwgpAUpW73a5sjzaOaels18d9rdVqjnT4t2MnbEOn08GXvvQlnD9/Hn6/H3/yJ3+CgwcPyvv/7b/9Nzz33HMAgI985CN45JFHtv2bu43ZBrMNZhvMNhiGsZlBXVNct1OhWq0ik8lgfHxcFst0HNDYau8+F5S6Pg3oDQA6u4CTCw6UnEjQ2CeTSYl0ABsLVXfWgjb4q6uruHz5Ms6fPy+9jKnlkEgkEAwGHRkXlUpFJjOtVkv2iQMLJ0Rc5B48eBC1Wg2tVgtTU1OOAZqOAYoAAb3JAb33ujZTR110H24eE2tReR75G/0WwpxYcVFO5wCwocCdy+Vw5coVAMDly5exurqKfD7vEHRiy0bWqHKw5aRhcXER+XwenU5HJomLi4u46667cPjwYUxOTjpUnNfX11EsFh0CjFqEa2hoyFHHOTIygunpaUfLT2ZAcEJGB9Xo6Kh8t1KpODQjyuUyisUicrlc3wkBFaDfjkE1ADtFMBiUCBQzTICeBgedQXoSplt8stWXXjhQhyMUCsk9zO4phUIBIyMjjjpbdzcVou2StleFQgFLS0uYm5uT68+J8tjYGA4dOoRkMulwdnJiyYk50NP/WFpaQqVSwfj4OO6++24AGxP6UCiEZDKJTCYjr3OfdKs7nS2ka8a574yypdNpsaHUQmFEl8fNRQOdZVo8LZPJoFQqIZFIYN++fQA2Mqz04g3oiZlmMhnMzs4in8+LPsvdd98t9qBYLIodajQaKBQKyGQyWFlZwerqqsNRuLy8jHw+jyNHjkh2kzuzTF+7arUqDl63DeAiizaGdikej6NWqyGXywHoRcO5uOB32BK30+kgl8vJudPt4aitsxV2wjb84Ac/QLPZxDPPPINXXnkFTzzxBL7xjW8AAObn5/E//sf/wLPPPguPx4OTJ0/in//zfy732rsdsw1mG8w23DiDbBsM43ZlUNcU1+1UKJfLWFhYwPj4uMOwdrtdxGKxTSmGVCem2CEHJg4GbJlIQUYu4D0ejyxqAWc0GoBDJJIDaKPREC/0W2+9hTNnzuD111/H0tKSDG6Tk5N4z3veI4KPFHjiPtVqNXQ6HXEwAM52h271aqZE+nw+R/tLbltHYBgZYRphP7FDt5iUzsqgICZ/w+fzOUQdec5ZlqCj+vV6HfPz83jttdfws5/9DG+88QYAbGrdqDNApqenMTU1hXA4LOedjhFGC1ZXV6VsYW1tDalUCtlsFvfff784X3jMbB1GJ0Sz2US5XEY8Hsfhw4flHHOCyNRGna5IhwIFG/k6sDEJzWazcj9RDDKTyTjah3E7W50gDKoB2C56ohcMBh1pwkDvuU0kEgiFQpJFA8DhcKJwqnbieb1eaUXKa0bnFCNpOmWZ6OeFCxC38412aWlpCYuLi9LilBPnSqXiSGcGetc/l8uJLVheXgYAzM3NyWQ8lUrJvR0KhRCNRh0CdQCkvS73Ve8706G1483j8aBSqaDT6YjTj8dTKBQQiUQcGVIAJCqnW/QBG4uTkZERJJNJeZ9OTW6Hk+4333wTr776KmZnZ1GtVrF3714APYfj6OgoCoXCpnPL89Zutx0R0kKhIJP0QCDgENIrFAqSEq7PBxcTtK88Bi4Y9HliijcXUUzfPnDggCwUObbwfKytrSGXyznS3AGIMO5WhZR2wjacPn0aH/7whwEA73//+3HmzBl5b3p6Gt/85jclgqsV7N/NmG0w26Ax23BjDKJtMIzbnUFdU9yQUGOn00G32xWPuY6ua8NPTQSdBs/BKRKJSEp+s9l0LAx1PT0HAN3FQRv0cDgsk4tGo4FUKgUA+PnPf45//Md/RCqVgtfrlZT9AwcOYGJiAtFoFD6fD91uVwaSSCQiKYispQMgtXa8CbTHPpVK4dy5c47SDjos2POZA7aeOOmSDzpiOMmh1xxwDuper1cmHTxnugUS0CsTYSmGHgxXVlbwyiuv4Mc//jFef/11eS8ajSISiUj6KAeniYkJR89mwtTN0dFReDy9bh/cp1wuh3K5LFGQ973vfQB6+gy8nvp+0BMF3ZKT7/M4tFOB+gnj4+OOiQk1E1ZXV6VVJQBkMhmkUilxAOkSF7cq9rXYrgG4HVIYOfnjxBLYeBbo6CKdTkdUxWu1mqMEhQsGdw3x0NAQgsEgkskkpqenxTbQueauleXz5I5yZTIZvPnmm3jrrbewvLzsKO1hS1JOVnlPlkolrKysoFKpYHZ2VrQ5uMhpt9vI5XKYn58H0JtcU5eEE1Zgozaa+iq6ZpnPQ7PZlAUIa4GZ4aTrqPks0WZqRyuzofhbPOe0qZOTk7JwKJVKEl1Mp9N49dVXAQA/+9nPcPHiRaytrTmOQbft00rxw8PDqFQq4pCl4j6vUaFQwJtvvilK+gBw6NAhyWJjTTX3lcfk1ozhOdXRU+4Lj5XHQ2dzOBxGLpdDqVQSu16tVtFoNFAsFrG4uOi4l9nedivsxOSgXC47NIfoiGWK/9jYGLrdLp588kncc889OHz48LZ/82ZitsFsg9mGG2PQbYNh3I4MqlNhc38lwzA20e123/bPtdApjJ/73OfwxBNPyHtMYfzud7+L733ve/jJT36Cc+fO7fYhGYaxA2zXNgA9566OruroMNCLwv7H//gfUalU8MUvfnFXjsMwjJ3FbINhGP3YCdvwbuSGMhWYvu9WN6a3WwsSadViAFI/CPRS7WKxGKLRqNTkXU2Qh7/L1/Vn6HXXdZSBQEA8udr7PTIyIqKHuuQA6HmA2Q2AAn7cFlWadTSfOgFvvfUWgsGgCDdRJ4Dp9dw+oy71eh2ZTEaOIxaLXTVqzuNjraWO5vPc6J7WzKqgqjWvzfnz53H69Gm88cYbUuMJAPv27ZOsDC3syCiDW4NAH4/H48H09LTjes/Pz6Ner8Pn80lEgBkG3Ab3lamvIyMjSKVSWFtbA9DLeGD5i76fIpGIRLoikYjUQ+bzeclQoDDj6uoqgF4K6srKiqiI69rcTCYjGQ1vx3Yf8EFPYdRlN1oHA9goNeH1BiDHWiwWpcaXkSSdNst7GehFNqenpzEzM4OJiQlHZxM+JzqFtd1uO6KafD2fzyOVSmFhYQG1Wk3KdHhvFAoFvPHGG1LbDPTubSqXr6+vS1YSxWR9Ph8ymYyUAsXjcTleLTBKHRfWaGsdFm3XiFt9vVKpOLrrtNtttFotNJtNibLxfFBfRJd3TU9PS1q0W5m9XC7jjTfewD/8wz8AAN544w2HoBozkhYXF1Gr1RAKhaQbC4+BuEVl+f6VK1cQi8Vw6NAhAL1oJFPj9Zjijj7q+4a2253RxVRwLY7L2nReN31/aHG+Vqsl0W2Px7MlnRWyE4P/8ePH8cMf/hAf//jH8corr+Do0aOO7f+7f/fv8E//6T/Fv/k3/2bbv3WzMdtgtsFsw40zyLbBMG5XblWnwdtxw+UPq6urktpG0STWmtEga3EbaiiwNpKDGxf9xC1WRGq1mpQT6ElJs9lEPp+XCQgN/oEDBzA8PIxLly6hUqk4agT1funBWu87lZmBjRpPLkI5KLVaLayursoClq0P/X4/JiYmZNCjUBR/a329192Cg6HWoGB9pH6N58NdA6pTQLWokR58qf9w8eJFXLp0CfV63dGx4ejRo4hGo1JbqGtOeT7c54jn3S0WyePNZrOYm5sTsad9+/YhmUyKh12LSXGiGYlEZOCuVqvwer0YGRmR1mI8j7wnCoWCpCWurq6iUCigXC6jUCggnU7LNVlbWxPdDT2Z8fv9kj66FbZaQ3k1Bj2FkU4u1jvrtGFOnim2CsCRGstrxokvz3U8Hnc4guLxuAiI6nphjVbqBtC3fpi6HrFYDLVaTRYs/e55/czqMikeR7lcllrhZrMpjq61tTVkMhns2bMHyWRSbIPX65UWZfp5Y8pzMBhEq9USZxf1aDwejyin026wywrf188phfH0gszj8cgiY319XZ4ldul56623cPr0abz88ssAegssiqAGg0FJ2U4mk7IvAByp69ye2wHLmneOE4Rp3izz0k5Mt60HNgZiXg8eW6FQkJRl3YqYtpboemgtIqzHoGKxuCkt/lps1zYAwEMPPYSf/vSn+OQnP4lut4uvfOUr+Na3voUDBw6g0+ngpZdeQrPZxI9//GMAwO///u/j/vvv3/bv3gzMNpht0OfcbMP1Mci2wTBuV3bCNrwbueFMBb1oZP0+2yPR+LdaLenOEAqFZDADIGJKwWDQsdjSA2Cj0ZCBgVF0d8Q+n8/jypUrWFtbk88CPU2Ao0ePYnR0VDobEPfApV9nB4axsTEZfChOyGgLB3uKVtZqNVy8eFG2UywW8Qu/8As4ePCgLBr173q9XtEk4D6w/rFerzucI+FwGPF4XOo/3UrHdFi4nRBAb3H/+uuvAwBeeeUVzM/Pw+v1Ynx8XDIVKMzE2kKdCaEFJbWzgQKLurZRX6NYLIaJiQlRcaZ2BvdZZ1hQoyEQCDgEHOmo8vl8ci4ymYy0pcrn81LbyBZkFFZKp9PyHvt+877hudHXcSts16u4lRTGxx57DJFI5JZKYeSEi6KqPKfa+UTxUz35ptOQXT60mjo7rySTSbkPAGdkTiu38z7kb+ooG5+/RqPh6CRz4MABmWDqfaINc2u3eDwexONxmSTzmS4UCqhUKpiamsL58+dFKJaTdv6GjnRFIhGHwj3/pp3UdoxO106ng7W1NaysrMhxj4+Pi6ia3t9Go4FKpYJ8Po98Pi/7mkwmRXtGT6aB3kLn9ddfx4ULF+ReP3ToEPbv3y916Tz2cDiMZDIpOixu/RfWMOvWta1WC16vF3feeSfuvvtu7NmzR46P10lnSvE4GE3WNobXfHV1VVrELi0toVqtipAa7wFeS17bQCDguEf5HMZiMbF9bD+8VXYi4uDxePDHf/zHjteOHDki/37ttde2/Rs3G7MNZhvMNphtMAxjM5ap0Aca+W63i3q9jnw+Lx5n+QGV1q+7FzDFjxMLbosTEXfEnhFuDkYso7h06RIWFxdRqVRk8Qj0BrexsTHcfffdaDabMqCvrKygVquJs8NdNkFveSQScQyUiUQCgUAAo6Ojcnzch1QqJZF+ANKHOZ/PO7zcPGeMhBBOqrTQEP/NNpy6DzTPByMR/VIJy+UyLl68iH/8x38EAFy5cgXr6+uIRqMIh8OyHTo0fD4fRkZGJHVzfb3XapPOA143PUHR+wv0Jmyjo6O47777cPz4cdx1110AIM4CHaXiPQBsTML0bzNttNVqieL0lStXsLCwgFwuh2q1KlkvvPfS6TSKxSLq9bpDRVufH04erydLAdi+ARjUFEY9WU0kEnLdCJ/zSqWCYDAojhU67+LxuKP1F9CLOjKypLNharXapvRpwompvr+0E0k/n61WC/F4HEePHkUkEhGHYL1eR7FY3LQo0cfKEqYDBw7I8VEg7tKlS/IbTK3ViyYeA/uia2E1nZ6rs7T4fLJlHIVo+RvuLC9CFfpqtSpZSclkUtTxmSoM9J6JlZUVnD9/HpVKBXfccQeAXnu4o0ePYmxsTFrIAb3oXaVSQSAQcAi1MtqpHbgkHA5jamoKBw4cwL59++Qarq6uihibvl76vLhV+71eL1qtFjKZDObm5gAACwsLqFQqjoUI4FzM+P1+R/YbF6gUaNORzeuJIgzq5GC7mG0w22C2wWyDYRibGVTbsC2ngq4FZFobOwAAkMUrUwd1NIIOhvX1dXS7XUcqIb3JugUlNRLYNpL1iYuLi0in09JSicrSjIjH43HxNnOf0uk0stksSqWSY1BniYbH48HY2Jij80QkEpEFNvc1mUzi8OHD8Pv9KBaL8tv0eLu965wQcKDUZQrBYBAjIyNIJBKIRqOOTIV+kyWWOXB/eJ4ajQaGh4exuLiI119/HZcuXQIAmbhNTk5iamrK0Y6R2SK6M4NetHNCQHh8PDZOFA4fPox4PI7x8XFHPWW9XndMctwZAu7SDh1xqNVqUsqQSqWQSqUkU4H7pwd/d92lzgjQ104f31bYrgEY1BRGPs9MCy2VSpKZoqlUKo5JJZ9XTub4DACQUhWWIOnOJtPT03IdeQ9zP/SCRb9er9extLQkNoM9zvfs2YN77rlHnGKzs7OoVCryDOmsKf4mu8BwkVOpVKTF6b333ovZ2VkAvXuY9qLRaEj6tk6/ZfkPoWNR1zTrqBr72vN+HhsbE/0WrcERDAYliuk+LzyGcDgsz3o6ncabb76Js2fPIhgMSgZaPB5Hs9nEe97zHokEc5+Yoq0793C/2eWHUUmg1wHm3nvvRTKZRLlclgVQoVBAIBDA1NSUREuBnqOR9khnaOn7an19XRZq5XJZFqW61r7VajkWHfpcVCoViSb7/X7J+mJW3VYZ1MnBdjHbYLbBbIPZBsMwNjOotmFbTgXDuF3YrgGwFEbDGEwGdXJgGMb2MNtgGEY/BtU2bMupoDsOsP6+2+06hAmZRt/pdBweba/Xi2g0Kh5x/beuf6f3mPV+xWJRausBiECfW1BQRxJYYkEmJibg9/sxOjoqvY4BOHQLEomEKD+zc8Hk5CRarZaIH3JfI5EIZmZmJM2fJQaRSESiGsBGZken0xH9Bs3Q0JBEWSh8xDpAXR7BbehaUb2t1dVVrK2todPpSIbGxMQEgsEgDh48iP3790upQTKZRDAYlMwC7blnBoNbrflq6Yh+vx+hUAiZTAbpdNqhkuzz+STCwAgFs0Ha7Tba7bZDeZnnjBEPYCOlk32xeR3YrUOXOrhrOd21pe5o2dsxqAZgp2AP8lqt5khzZt1ruVyWZxhwiriy/Madrqv1V4BeeQyf0UQiselau8tZmOmytLQkZVLcV27rnnvukYykTCbjqKHW9cu89yKRCCYmJrB//34AEM2W1dVVJBIJiY4tLCzg/Pnzkq30wAMPANgor3KX3wQCAYRCIYnk6vtU1y3rZ4ORWto6LXw2PDyMWCyGVqslz6Guae50OhIRfPnll/Hiiy9iZWUFBw4cEFuZy+Xg8/lw6dIlrK+viw6L1+uVKGo2m5XPN5tNKR2LRqMO8dVkMolQKIRyuYzZ2VlJTS6VSohEIlICxwiztvv6fOgoIbsGAJDSrmaz6YhAcn95foaGhsRu5HI55PN5dDodJJNJLC0tyT5dD2Ybro3ZBrMNZhsMwzA2GFTbsCNOBV3/pwdb1uK7UwWBDYVeKvDqwVB/ntujxkImk0E+nxfjzrZGVIzmIpop+tQ70DWC0WhU0v/0gln/7sTEhJQzRCIRWRTrY+BkaGxsTMoH+Bt0qPRzdHQ6HUkF5Pb0gleXfejz5O56wRKLZrMpkwa/34+1tTUZ9Omc8Pv9aLfbsqhnLeXBgwdFRRrYGJjdg68WyqJCNYU2OYmIRqNot9tIp9NYXFyUAZrngX84QZyYmMDevXsxMzOzSSWax61TKEdHR0WHY2JiQq5HNBpFuVyW66y1O/S516Uu11MXCQyuAdgpms0mZmdnpUWadui1Wi2ZGBPdCk7XMwNw6GnoiTJTjycnJwFs3Kt8jlhzrPeJ6vGpVArLy8sANu7HUqmETCYjk9U9e/aIg4t1xTrVOBKJYGpqCpOTk6LYTlvCe57OzkajIccVj8dFXyQcDss50d1MuN+8T926JbFYDLFYbJMzTJ8ffW83Gg0ROuXzw0VGrVZDLpeT7Jh/+Id/wGuvvYZSqYTZ2VlHOVgikUAulxN1fQBSJ66dxLwOwWAQoVAIY2NjIsjG42ZadDabFZ2UWq2GcrmMVqsljlj+Nsvm3Lox/PfevXvl30ydrlQqcn55TjjGtFotDA8Py7OshVO14/l6BFwBsw1vh9kGsw1mGwzDMDbYLdtQr9fx+c9/HplMBpFIBF/96lcxNjbm+MzXv/51/OhHP4LX68Vjjz2GY8eO4Y033sCXv/xlkR746le/ivHxcfzJn/wJXn75ZbG/Tz/9tEMT0M22nAo0tMVi0dFzmRF7v98vtZLsBcxB3r2IdC/yaOx54umgYNtAOhUo1kPcA3CxWJTBBNjoVMGBSS+KOci1Wi2HICOPlUJMum6fQorAhgJ1MplENBqVfdCOFgpE8hiBjYkP6xE9no1eyIzuABsq0Bq3sFK73RZnCKMxABwOFLaO4j5w/8vlsigm0zGhhZa4HZ5Hv98vGQ8AJBuAegXswFAoFOQYPB6P3B/FYlGORzsWeN7oBGEUhOeAE0Y+KHQ4sQVYqVRyZDEUi0VpU8nvXo9II2CTg61w7tw53H333Y4JLrt7hEIhx7OiJ8g0UPrZdS88+O92uy3PvJ5E89ml+BnQsw0rKyu4dOmStJYFesrooVBI9oERLaB3D1ObgxEuYKPV3MTEhNQrAz07RgfioUOH5PNzc3PiWDtz5oyIt911112yGGBUEIA8l7R5/AwN/NU0QiqViujZ8FnnhJ3nTW/L5/OhUqlgfn5e9FYymYx8NxgMSteW8fFxTE5Ois4L7SGPlz3lef1arZYsVLhIIbQ97qwnXst2u41kMinPOrcRDAZlHNH3CK83heOmpqZkXNDPNkV62QpY15Gzo08mk3GMEdeL2Ya3x2yD2QazDYZhGD12yzZ85zvfwdGjR3Hq1Ck899xzePrpp/GFL3xB3j979ixeeuklPPvss0ilUjh16hS+//3v40//9E/xR3/0R3jve9+L7373u/iv//W/4g//8A9x9uxZfPOb39zkmLgaO+JUYLeC0dFRjI+POxwG9XpdDLUW6+Oinh5nnbrGAaZSqchAoT3fuiUknRa69zD3KRwOO5wawIbQEwUTY7HYJjFICjbqjIRMJoPV1VWk02kR+GO7xXK5jNHRUTnp09PT0l+Zv0dYDuH2eHe7XZn0UElZHw8zDfSgR3T0H9jo4V2pVGRb3JdqtYr5+XnZLqMEHo8HuVxOnArLy8siuqn3laUEnNxNTEw4Ig68buVyWSIzs7OzqNfrEpFiy6hYLCa9tXXaJCd07hIYnt9AIOAQZWw0GqjX67JPzWZTenkzSrS4uIhOp+Modbkerjez4XZlYWEB8XhcJuPVahXNZlN6x3PyyXtIt53VzjdOfJmRA/TuC7Zc1W3geH9Q5V23dONkslAoyKSeEUB3r3Ov1ytRN90mF3BO2Onw5H5GIhFp+8rXp6enUa1WJfpGB9uhQ4c2ZSFx+7Q7+pjC4bDj+Ggb+X39h3Bb7n1tt9tyrlutlhzb/v37Reg0kUjI64yYJhIJuX7cPlPX9UKDC7v19XXkcjlks1nZ11AohGg0Cp/P53Aur6+vy4Iul8tJBJfZb3zu+NzqlnCNRkOOm12HvF7vpmc7kUigUqkgl8theXlZ3o/FYvLvXC7nsLvXg9mGrWG2wWyD2QbDMIzdsw2nT5/GZz7zGQDAgw8+iKeffnrT+x/60IcwNDQkGXjZbBZf+9rXJNOv3W4jEAig0+ngypUrePzxx7G2toZf+7Vfw6/92q9d8/d3pKVkMBiURfXo6KgMPMPDw5IqT/hePB7HyMiIqBGTSqWCYrGIbDaLSqXiqL+nodd6BPw30/Xd5RU6JR7YiI74fD602+1NEQFuN5VKyWDFlLx8Pi/tnYDeQLm2toZ8Pr+pOwMj7VR6BpwTlaGhITludrWgg0KrQDOTghEddxkJj4sZAzzmQCCAZDIpC/vl5WWZmHFgByAOhmAw6MgCoGOA5SYcrGOxmCONtdVqycDPLA5OTvTkgFGIoaEhx7Wo1+vI5XIO1WxGIVgKo9tr8r4bGxsTpxYnp5xoNJtNx3fotNITiuvp/ABYxGGrMEOFk0mmvdJ5xEksO7OwAwsns8BGiq7u587vuCf7AByq7Fr1ndE9ZhQR6r9Uq1Wk0+m+9dYsN9LK6borDZ2cfAYYNdP6KV6vF8lkEnv27JFyo0gkIrXQ+pi5aKBdIqz31a/p55gw6wrYyHiirdRlW7VaDYFAAPF4XDRj1tfXEQ6HJTqns8O4UONiiq/zvOtWbH6/H9VqFZVKRRZLOrMpFAohkUigVCo5MoZou3XkWd8TbCGor1+n00GpVJIFWS6Xk9prRr65T9TNYW977cDmQlOPUdeL2YatYbbBbIPZBsMwjJ2xDc8++yy+/e1vO15LJpOSIRaJRDbpwDAITviZgwcPAujp6PzN3/wN/vZv/xbVahW/8Ru/gd/6rd9Cu93Gpz71Kdx33324++67r7pP1v3BMLaATQ4Mw+iH2QbDMPphtsEwjH7shG04ceIETpw44XjtkUcekUAvhYc10WjUoRnD1scA8D//5//EN77xDfyX//JfMDY2Jo4EBvd/8Rd/UUoZr8aOCDUmEgmMjo4iGo1u6qMcDAYlvd7j8cjOj4+PS+cBYKOkIZvNIpVKIZvNYn19XU6Ijjjr3wY2ovM6dU7rBni9XikXoGdfC/LolEO/349isYi1tTXx8GjvuU6hT6VSmJ+fh8/nw8TEhEO9mmJSbiXrTqeDQCAgpRZ8nREEoFfHyBRR1iuyTIQRiFarhXa77fDea/x+P8bGxkSo8fLly8hkMnKM3K/V1VW0Wi1JKdQK151OR7I0tFjiyMgIwuGwRGb0ddBZCDoVk/vX7XYlS6BcLku/60KhIJkKsVgM0WgU8Xhc7ileO2Zx+P1++Ty3wewKLfwJ9NJFE4kE1tbWrDbyJlAoFOR52b9/P2KxGBYXFx0dWFi/W6/XRZSM16bRaEipTC6Xk3vH5/MhEokgFAqhWCyKQnmtVpNrrKNywEYpVTgcdlzD9fV11Go1SYsG4NAP4R9dytVoNKRkS2+f0T6tQVKr1TA0NIRYLIaxsTEp3WFdNgDJTAJ6KcAsy9LRMaZJM/tG2wBgI0Kqy6x0lxnaYh4z0HuOEomE2Ku1tTWMjY0hk8lIBJf7R8HXYDAoNc1+v186+nB7+nzk83mkUinkcjlHxhBToHWdNsvmIpGIXFt9vnm82lYySlkoFERgL5VKybOvRW0nJiZkP3VdPu8n1py7Re6uB7MNW8dsg9kGsw2GYdzu7JZtOH78OJ5//nkcO3YML7zwgnQX0u//2Z/9GX77t38by8vL6HQ6GBsbw3//7/8dzzzzDP76r/9aMhlmZ2fxu7/7u/j7v/97dDodvPzyy/iX//JfXvP3d6ylJOvqtBAf083472AwKE4Flj54PB7H4jifzzsUgDkAaOVeXU/H7/l8PtkW0Bu4h4eHN9UU6s+3Wi0pN9Bks1lkMhkZ1CkyRM0ATlhmZ2eRz+exb98+xONxSYdkKqGui+Q54GRkZGREjkHrAXBiwnPLc8rt6sU5dQV0KiaFi7iQ5/mjkjbbb/L1Uqkk3TO8Xq+jZEFfZ6Z06kkZj0MrgVYqFXHCuOsXPR6PQwuCoo50GPFcFYtFRKNRR9cI7gfTFZmmCvQmGGzFVa/XpZSE57bb7coDfKMTBJscbJ1CoYCzZ88C6N0jd955p9yrOj2X9x0n03zeWD7DZ56TdyqAdzodrK2tSXorJ9XFYhGlUkkEuoBeKc3ExIQomwO955n3iE4dDgaDouXB50GLtxJd61utVtFut0UQVovXtttt2We+XigUJM1YP+ecJOtJP3+r37/d6HIj/pvtfXnvUmmf5VHaXrFGmucA6Dn9mCo9PDwsiyIuwmiLuR39bHEbepFVqVTkOxwXIpGIlHZFo1GHqB4AaaWnoU3k4pP7SjFdt4Cfdmpre9psNlEqlVCtVh3tb68Xsw1bx2yD2QazDYZh3O7slm04efIkHn30UZw8eRI+nw9PPfUUAODJJ5/Exz72MRw7dgwf+MAH8PDDD6PT6eDxxx9Hu93Gn/7pn2JmZganTp0CAPyTf/JP8O///b/Hr/zKr+ATn/gEfD4ffuVXfgV33nnnNX9/W04FnhS9ENYDEtsW6S4JWuEZ2FD+5UDDAZ2DJAcGek74PV37T6+7dipQqIfih3rw5TZqtZpjwKDgUrFYdAgx0QFQLpexuLgoYoblchnRaBQzMzPYu3evZBcwyu92KvA3Go2Go6af+0fHBbtHABu9vPk5vVBnW0zWEPJacJDkJIif7Xa7SKfTjqjQzMyMtNByEw6HHVEUvX3dykmLY2azWdTrdUdLSr3/+kFidkG73XZMfHQ3DZ1VwevAVlMUY6Sqs3ak0CnF7g+MVNwoNjnYOuvr6+J4O3PmDA4dOiT3n8744WR+eHgY+Xxe7hdOVulwokMrEokgHA6j0WhgZWVFFg6MXvI+Y802I5SNRsPhaOIzz04hvPc5meeiAdhoLcZ7lfc/bdzs7Ky0iEun0yImxgiiWzOGrc1GRkbENnKftG3T4rEAxGnm9/ulZR0zs/g9t0OQ+iXuOuFAILCpJpyieFqZnTXTfLay2SyAnl3QTkyt0M8FECf2hK+5lfmpLROJRBAIBBxdWxqNBhKJBPbt2ycLDb3Y8vv9IizEbCc6LfU5YRRXq//zO3Q6X7hwATeK2YatY7bBbIPZBsMwbnd2yzaEQiH8xV/8xabX/+AP/kD+ferUKXEekJdeeqnv9j7zmc+I8ONW2BFNBZ0SCDhT3uhQoFCRXmhyMNHpeVyQMnLNQb5er2NkZASBQADr6+uyoKQgELCheKy3329Rz8h4v/eZTjc5OSmL22q1isXFRczNzSGdTstkIhgMYt++fbj77ruxd+9ecQRwoOLvaRVnDnyMFABwTCC4/1qokdtrNpsOUSI9GOsBUZdzuBf2XMRzMsbyCLcAJDMNtLATsOFIYSqk1+uVxTonUPV6XUoRuB/cf+08qNVqqFQqmJiYEEVtACKIyaiPbkvFCYZ2jLDbQ71el64enIAwq4GTGD2Juh5scnBjLC0t4dy5czhy5AhCoZBj4cAUY6p+aycVn8NoNCr36PT0NLxer3Q1oXMP6JUJhcNhjI6Oyr0ci8XQarVQKpUcz5h+rldXV+VZo+AYW7EBG8JnTOml+Cz3NZVKoVKpSLo2nwU+H3yNv8HsqWKx2Ddrxp2OS4cbu7noe3l4eBiRSATDw8OO54ERyG6367AZuu+9LrcKBoOS6sue8EDPLhUKBXi9XpRKJayurgLYcPaxpSyvKTvU6FazWlBX75v+DjOYuPgCNtrQZjIZ5HI5uQfGx8cRiUQwNDQEv98vi8RAIIDV1VVpAadrBrkfjDrqFr68tv2U4beK2YYbw2yD2QYeh943sw2GYQw6g2obtuVUcNfz9/OK07vNRSUX2IxC6BQ/oDeYc3vak86WUQCwuLgo9XJAb9BgRF8vGvm7eh/d0X4dzdcOkE6nIwNlKpXCwsIC8vm8REiAXpT/ve99L44cOYKxsbFNKtJAb2DUv9dsNmW/3Fkb3De9Tzxv7HCht89Fulaw1s4dfdzNZhO1Wg31eh3VatVx7fbv34/p6WnE43E5f+vr69IOlJMpAJIBMDY2JiUVHIA5UWLEhcdN9Wugl/qptS7K5bJMhBgVWl9fl0mmri3l/kYiEYd6KY+R183j8cj7rPFkl4kbTWUcVAOw29TrdZw/f16iVtqJR2cZy38I7YLH48HU1JS0IPX7/VhZWcHS0hLS6bRjQkxbMzIy4tDyoHNM1wPz3hweHna0vK1UKpuU13lv8bmPxWKO+7FWq0nrVe4HP5/JZKSdnI7YhcPhTRG7UCgkddk8Jv4dCoVQq9UcbXX1cet6aMLnVacgRyIRR9s17YikDc1kMo7fHh4eRjqddmjArKysIBgMIpFIOBYmtPUej0cynPi8advPDDLC9n6M+PI86WeX26lWq6JurM8fy+mSySQymYxEhblwq1arUt7F30gkErJADQaD190RhphtuDHMNphtAMw2GIZx+zGotmFHWkrS08/Ufg4k3W7XkYav2w+yppCv62i+rm9jWl06ncbo6CiazSay2ay0SgwEApLKxwU7sJEKR80ELaII9CIV4XAY0WhUvsOUetbTMdrNtoqs8zx06BAA4P7778d9992H8fFxR72hXuTqVlLMVHA7Xzi46cU2JwNuD7k7E4N/uGjn4M3yAx53p9Nr58iMAF4Hev8rlQqSyaQM+BMTEwgGg8jn88jn8zKRolZEu90WIUW9b+VyGaVSCe12Wxb2wWAQoVAI5XJ5k2hjo9EQR4V2aHC/W62WpHRq58/U1JREPNiCslAobMr04L2pBZ1uhEE1ADeDdDqNCxcuYHJyUs4jr3UymcTw8DBGR0cd18fn82FqagqHDh2S66yzhYaGhhyT9GAwiGg06uilnsvlMDc3h8XFRUcqcyaTkXKjdruNpaUlAHC0QKMQKreVz+elpW04HJbfzuVyEp3UUbZCoYC1tTVHb3tgYyLPmnA9eaczjZ8DNlrmMsqnnYZsWaudi4BT0FRvi5k+dHRyn5jSnc1mHW1lZ2ZmMD4+LlFJTqyHh4cxOTkppW7aRvHfBw4c6JuxVq1WUavVHM5k1i7zmPgbXGC5y7i4CNP166FQCLFYDKFQCJFIxJFqXigUJCLMBQfQWzjkcrltlUUBZhu2g9kGsw1mGwzDuN0YVNtgLSUNYwvoCZ5hGAYx22AYRj/MNhiG0Y9BtQ074lRgxgGFduhZpieZaYY6zY0Re6/XKzV7wEadIOAU+snn8yiXyyiXy8jlcuIx73a7yOVyDtFIftfr9aJQKEg7JELRoLGxMceFzeVy0r2gVCqJp5uK0PV6HbFYTCLw9NYzWtIvfbNf9oTX65WWRTwGd1mGPk+hUEiiErq8wy0spI+P78XjcdnXBx54AFeuXJFaT2BDOGt5eRnj4+M4fPgwAODgwYPYs2ePZE1we2tra1hbW0Mul5MIgNY84LkLhUKYmZkB0IsspdNp5HI5hxgTs1q63a4cHwBHRIg1r8BGRgIjEqzvTCaTjswU3QaK19rd7ut6GVSv4s2AKa1af6NUKsmzz5pkpuIGg0Hs2bNHamXffPNNAL22qMvLy6jX64hGo5sieUxlphDcm2++ibNnzyKdTqPdbjvqrKkoriOCPp9PInjMyGFaMTVcGLnTiu3UEcnn85L5EwgEpJRLlwK5M7P0fQo4o5BEZyK1Wi357UAgIGnOzILicej0X3182ha5S6xor7VqeiAQQKvVQj6fF9tDm8JzzsgfWwgDPXutn2luu1aroVQqyX3ACG6tVnNEf8PhsGi2NBoN2SdmWbXbbUkjB4A9e/ZI1hkjrjzO9fV1lEqlTUr0LCu7dOnSDac38xiMG8Nsg9kGsw2GYdxuDKpt2JZTgamBzz//PD7ykY8gHA4jHA7LwKbT03QtIrCx6OdiWrf50YOsrvnjgl/3umZKHtP9WbLA95eXlx06DUwRDAaDmJ6exsjIiAwy1HCgJoBOx9eDKgcZXX/pFlaiA8XtaKDCsu6E4RYy5H4CvcGYLaC4D3p7boFHOjH4RwsuRaNRxGIxKWkA4FDWZokH0JugRKNRhEIhKYngdrifvG68DyiUmEgkcPjwYXG+zM/PI5vNirCT3v/h4WFEo1Fp8Qk4J00UlOI+Ea2CTRVwfW0IJzftdtuhOH29DKoBuBnQBhw+fFgmeuyuwntrcnJShLUSiYRMTufm5nDu3DkAPXvDEpdcLifOp6GhIbk3XnnlFSmNqtVq4kDTTjuv1yst0rRoVygUcojEct9JIBCQSSk1XRYWFiTNuVwuy/MYj8fF2VYsFqXEJxaLwefzYWxszHE/cvFEm6CV5Wmf9HNBuA3t+OPzSeeatiW0GZ1ORyb86XRa0r+1mO7q6qqUn1WrVSlJikQi8Hh6nXbm5ubkd5PJJMLhsNQ7u8vO+CxWq1U5H0NDQyImp/VqarWalE0x1Zmv61ps7utbb72FUCgk+6Brw3n9+X+e40KhgEaj4dDCuRHMNtw4ZhvMNphtMAzjdmNQbcO2nAocXFdXV2UQcnu5ATgi8nphSKdCuVx2KD+7F8/chs4Y0ItHZi+k02kZSOnx54BM9OK/XC4jGAw62icBEHFCLlo5EPPYODE5f/68qFMnk8lNgov8PR1xoJqxzibQPbE9Ho90uQA2FJB15gKwIdTI7/B17UzQx+r1ejE3N4e5uTmsrKzI9aLDhV57RnJYjzk1NQW/3y9ZAbqzBZ0q3BbQmxgFg0Gk02nMz88D6Dl2CoXCpnpNOlhCoRBGR0cdwpW6bpURoWg0Cq/XK6KTesDXtaFU0AYg4pq5XE6EN2+EQTUAN4P19XWk02nU63W5ljMzM45a10QiIS1ZE4kEOp0OZmdnceHCBVy5cgUARPSM7WJ1a7V8Po/Z2VlHNg9tBVXkde0yP8dOLMCGoCg7hmiBUWp20DbNzc0B6EU8+RwEg0Hs378fQE9vhfXZpVJJIqGMZtI+aIE4oGcLqF4OwLFo0AsaQjunJ/zsOa8jgQAcbWAzmYwsyN544w3k83mp79adddiOj3XevA5er1favTJTixFn/SzSNjBDifZei8Xxb3aDAXoLqUQiAZ/P58hWymQyCIVCYiO4MOHCrdlsIpFIyHmrVCqy2GR0VEd2U6mULGZvFLMNN47ZBrMNZhsMw7jdGFTbsCPlD/QyZ7NZ6R8MOFPP6Vig2BC7ObBtJCPkfI2DJL3k/Ey325VBi5/XWQvuDgxu5wQX3XpRLifj/1/kcmDX29Xb4T5dvnxZIhThcFiOjUJCPDa94Oc+aaEifcxAbxDlgEgRI5ZB0FGwuroqwpFcbAMbTggAImoJ9LIFWELiLpXg33pCk8vlcPbsWczNzSEUCjlaLHHBz2wG0mg0EA6HkcvlkMvlNjku2J1Bn286FMbGxhxCVCxj4LkFNtp98d7gJKNUKkkaJCd2ukUp7yNmVNwIg2oAbhbVahWpVEpEN0OhkDiZ3E6wer2ObDaL+fl5LC8vi22oVqtSlqRTohkp42KCk0w6xjwejwiU8XV3lArYeNZ0yjDvyWg0imw2KyJwnFwzFRroRen27t0LANi3bx+AjU41zNpJJBKYmJiQsjAtpAr0JrPMTnLDz+tUXY/Hg3g87tgPTqq5KNEt8OjUPHfuHN544w3Z9i/+4i8iHo/jzTffxPnz5wFspHW7S7OooE7FeO7P/Pw8IpEIEomERGLpgGUL3VarhWKxKDZUO311FlO73ZZzrV9nhJMLJvfiiPcKj1mnZtNW8//tdhulUumG28wSsw3bw2zDKACzDWYbDMO4XRhU27AjToVms4mXXnoJhw8fRiKRkMFWp9MBm4UpqFDMAY1ks1nk83mHKjMdF5wgcFt8nYtpPZDQ+aCzBbhPHJA4qeB7XFjrgVjvez6flwnI0NAQLl26JD2YqSEwOjqKUCjk6DwAbExMAoEA2u22o9SAx6GzEvTvDg0NOfQmvF4vYrGYOBwY5WEdarPZxNraGl5//XUAwKuvvopUKiXtmYg7s0GXS3i9XqytrfUdvOnMcXe3WFhYEIeNO1uD14nHwMyVfoN/rVZDo9EQRwK3w/OlP09HiW7XyTRIRik4QbtRBtUA3EwuX74s9zw1MTqdntL66OioTOB4f46Pj2N1dVVqkXlfcLKp05CZRg3AsQDR9xbtEkttarXaJmceAIcTj9+nijvvL/2dSqUCv9/viF7mcjlkMhlxZHE7IyMjjnao7ggpbZtOSwYgztl+x8nnQTsvmarNUised6PRQCaTwWuvvSYRVR4nn3Pua61WE+dvo9FwZFZ5vd5NCy/+1vLysqMjiz4OXj93uZvf73c4TavVqmSjRaNRcSxOTEyIQr4+Zm6L15W/R/vF89LpdKT0a2FhYduRSMBsw05gtsFsg9kGwzBuFwbVNlj3B8PYAoNqAAzD2B5mGwzD6IfZBsMw+jGotmHHyh+WlpZw+PBhtNtt8SLT+0tP8vr6urxHzzc9/4wsZDIZzM/PY21tDcVi0SGg5O6tzNf13/r1fjX3OvpAr7r+DlMLvV6vI0quRRe1sCFTCev1utRGzszMYO/evUgmk1JbqPeDdZz6NV2ywHPnfl/vg/6OLi+h4vPKygrOnj2LV199FQAwOzsrvab76TxorQagF8nhPupSDfc5dkdm3BkK/Ft3vuDnC4WClC7o2khGRoaHhxGJRByvh8NhjI2NOcpNisWi6CxQ9ZlRhnK5jFqtJhGIG2VQDcDNJJ1Oy7VPJBLSh56ZNUyppaYIa521mnq/dFRm2bhFS933JmHWjM5E0jBjiBE9wNmVhtsA4BBpTafT8rxduHBB6oADgYCUhBWLRcdz5bYpFKd1R9n4no4W8lnWUUgyPDwMn8/n6L3O35mdnXVE4phpBQCpVErsGAXTeI55/DozST/vjAZqXRva+3A47BDm1XaM16/dbsuxlEol1Go1xGIx7NmzR2yQx+MRm6EV+bWaPLcLQPR3ut2ujD8sCVtaWtp2ejNgtmEnMNtgtsFsg2EYtwuDaht2NFOBQjkc6CuVCoaHhzE2NoZgMIj19XURy+N78XgckUhEUuEuX76MVCqFcrnsKHNwCw/qBTUHUy0oGA6HZYDSdX86TZGDrl40B4NBjIyMyIQG6A2g2WxWJhREKymzxSLQq5l83/veh/e///1SIwlg08DGND+m6uvjcTsV3IO2fp0aBEBvYnL58mVcvnwZFy5ckDRGChLp7+tzyWPRky/9m+7vuZ0Q/Jy7xIVo55CeaFC7olgsyiTA7cTQDoFwOCytRflba2trqNVqUpc5Pz8vKZDRaBTr6+tSv3mjXO24jK2j73PeU3QGTU5OyuR6bGwM2WwWqVQKCwsLUgLFxQRLk/QEVt9f7t/g+9yO2xmmt+NefBCdRk3tFaBnLzhpdbeH47/X19dFEf7cuXM4cuSICLvqziYsmep0Oo6yL7fDUS8UWPKjnys6bGOxGDqdjthjOm8zmQzy+bw8IxS5rVQqm/RjiPt8uO0p/81nmue+32JOb6ufvdO/wftDXzsKq7H2HoBj0aEXZKVSSTrc1Ot1FAoFWRBtp1WcxmzD9jHbYLbBbINhGLcLg2obdtSpcO7cOaytrUldIBeH7AjQ7XalI0C1WkU4HMbIyAiCwaAMbplMBtVqdZOXXmsg6EGGjgSqRzO7YGhoSPZBe6r1wMbtchIQjUYxMzODPXv2yDaBXn0d4Kxt5P8ZSdGDUKlUgt/vRyKRkP7IGm5He8K1/oP7ZtN6Cxwo9eBbLpfFKXPx4kW89tprWFhYkMwEfp4TDPdg7xZv5P7o/SX9jsVNPwcIX5+enu57fGwNyt/md69cueLYTigUwtLSEgKBgJxzKnV7vb2+1XRIARstRbfLoHoVbza8LtoJVigUMDMzI9d5fn4e586dw+uvv450Oi2vsy86sNk5RfS95f53P+eeGx297Pc57ZAEILXf/drM8bdqtZq8HolEMDs7KzaR22E7OW7fLe4KQCJ9OgOImV78P88NtUtY+wz0bO7s7CwuXbrkaCUL9Jy8jAa/HfpcuuF5cGeVaaelO1OK9dKlUsmhx0PHZqlUwuzsLICe3k4gEJDWdLT3iUQCrVZLxhLW2rOlH8VarxbR3g5mG3YGsw1mG8w2GIZxOzCotmHHNRVYtgBsiBplMhkZAPUAW6/XJQrdb5B3D1B6YexO52Pvagry0VnANEl9ATk4dzq9jgRUIx4bG5MBfWRkRMQP6/W6pNwx4u/eT50CmMvlcOXKFcTjcYTDYRFw5GCuB00AMoHgpEALH/FzHEjd3ymXy1hcXBS15rNnz0pvafcA2S8FUKcoXu2zmuvxrvX7LNMLgY0JDic+umODvs56MlcsFpHJZBwTR/0+r4Xu3LETDKoBuNnwmrH0JR6Pw+/34/Lly1hcXJT30um0o1RK/93PNpDd9v7yd9390PVzzc9pxyXvx1KphEuXLmFqagp79uy5anoyHbLtdltsQz8xNr5O0VsNRVAZyZudncX/+3//D+fPn5fXuK87jdtJyd/h86k7uejFGPeLUdZ2u41qtSrR3FKphHA4jGAwKL3qgd6CrFQqYX5+Hul02iHgx4Udxfd2GrMNO4PZBrMNZhsMw7gdGFTbsCtCjTTO1CxgK6ZmsynlCQA2LQqBzfV5/RaMXHDyM+wg4d5WMBgUxwDRC3av14tkMiktnvbu3YvR0VFEo1FMTEyIs2F6ehqjo6Pw+Xy4fPmyOEKYQeAeeJvNJlKplETPGUGZnJyU6IWOOOhj4b91hwO9v7rsoFwuY35+Hj//+c9x5swZAL3IfL9Iik7r3GpkZjdwR444YdAZIHoSpR1I+r7QURrtJNLb3UkG1QDcbPQ14kRxfb2nAcKJr1Y11/cns5X6ZcLc7FQy7ZQj/SalbsdZtVrF3NwcZmZmpMUaYStats4FNo5xaGhIlOmvBs8f739Olqkyf+HCBczPz4tjVEc5d8r5djXcGWb62dU10DpVXdtCZrKVSiU5T4FAACMjI7LNUqmEtbU15HI5+Tw71ewmZht2BrMNZhsAsw2GYQw+g2obrPuDYWyBQTUAhmFsD7MNhmH0w2yDYRj9GFTbsOtOBXcknx57ag2wo4E7fdFdj6+zFrS2gN/vx/DwsEOHAYAjBZ41+/x9lhFEo1HEYjFMTU0B6PW+DgQC0nVgcnJSXgd6kYRWqyUaDIVCAfl8Xratu00wm0F3eajValJiQcVjfoZCSMFgED6fTyIyOuru9/vlt9PpNC5fvowzZ87gzJkzkgJ4NdEkRvx1SuY7jY6IaK5W+0p4/d0iULt5TINqAN4NtFothw3QXUJYogRgk13QKcTvhvu5H7Q1PLZKpYKFhQUkk0nE43GxAYlEQjq31Ot1ec47nZ6ga7vdFpvQL9un0WhsioZ2Oh3kcjmpOb548SIWFxclqsvIphY93S10tlW/UjfaPJ3lxv0EILac40ClUoHH4xEBVmr1sBOPjnrvNmYbdg+zDWYbzDYYhjFoDKptuCmZCm5dBKA3WOm0dbehv5rB5wLS3VZJt1vka6zN79da0uPxYM+ePbjrrrtw8OBBAMDo6KgIPGpxomg0ikQigSNHjjh0DXK5HIrF4qZ9DofD8Hg8qFarInwE9Aa3/fv34+DBgxgfH5dz4ff7kc/nUa/X4ff7MTMzI44MnUqZz+elrnBxcVG6PJRKJcc+9CvL4Gvv5klWP65WG3uzyzYG1QC8k+hUXH1fust03I4x/ewDN7+E53ppNptig7xeLyqVCi5fvoxIJCILhFAoJKKywIY2jJ5AuyfdPA+NRmOTujwdlalUChcuXADQq5tm151OZ6NjzM2yB7zW3Ee+xsUh94u4y5qADZE2bYeBDbE3sw2DgdkGsw1mGwzDGFQG1Ta8Y+UPN2rcOTDo7hA66u+efLBuUf+ux+PB+Pg43ve+9+Hee+9FMpkEsNFWiSJG7o4R/C2KDS4sLPSNquusCz0hYjShXq9jfn7eoamQTqelreLBgwdx4MABABCxoXK5jFQqJS0ic7kc8vm8DP4cRN2dKIydYVANwDuNnkheLfOkn6NxN3QzdhMdTfN6vVhdXcWZM2cceiozMzObaqO16jvPibZ19Xrdob8C9OxPLpfD4uIiXn31VVy6dEn2QbfdeyfPnztyynZ1/WritWPY7SQmblt7MzHbsDuYbTDbAJhtMAxj8BhU23BLaipwwAQ2PNbudpPucgrCgTsYDIr6McUjI5EIwuEw1tfXsba25hjcSqUSMpkM5ufnJa3uaoOUbmekBYby+TwajQZyuRxisRii0SiAXhvNdDot31tcXBThxVgsBo/Hg3q9LkJDQC8C0e120W63HYJDu6FgbAyuAXi34H6W3GKdAByLiVsN7aDkYiCVSomdAHrZUYFAwKGA7vf7ReU9GAyi0Wg41N8Z6ex2u7KA4KJhbm4OS0tLcv6SySQKhcKuC6/dCO7ryoWAe5Hgdh6Td3IhZLZhdzHbYLbB/X+zDYZh3MoMqm24ZZ0KHCT8fr9MKLSSsn6dZRB8nTWDqVQKwEZf7ImJCYyNjWF4eBitVsvRWqlYLOL06dN46aWXttSzWZdocF9rtRpCoRBmZmZw5513yu8uLCwgm81K+UOxWJT9DQQCGBoaknrKfs6Ser1u2Qm7zK06Yb1V0ef7an3eb0X4DHNhwKyn8+fPI5PJIBgMIhqNYnR0FEDv+WctMDVd6ARlD3cA0mcd2Mhi4qBVqVQA9DRg3q124mplTvV63ZHSrh3IABwZa+8Ug3Bf3kqYbRgFYLbBbINhGLcqu2Ub6vU6Pv/5zyOTySASieCrX/0qxsbGHJ/5+te/jh/96Efwer147LHHcOzYMbz++uv47Gc/i0OHDgEATp48iY9//ON9P3stbkmngmHcbAbVq2gYxvYw22AYRj/MNhiG0Y/dsg3f+c53cPToUZw6dQrPPfccnn76aXzhC1+Q98+ePYuXXnoJzz77LFKpFE6dOoXvf//7OHv2LH7rt34Ln/70p9/2s9filncquCMV7ro7/k0PfjQalUgAywkWFxcBAPv378ehQ4cQj8dRr9fFiw/0ShcWFha2lKXA/XALSlLL4ciRI7jvvvvws5/9zPF5pul1OhtK1jodUWcn8LPMYDB2F5scvHMMWrRnfX0di4uLmJqaQiwWA9CLJhaLRbRaLYRCIcTjcQAbHWUqlYqkMVNnJRgMIhAIoNPpoFarSWaVz+dDNBpFKBRCPp8X9fNbFR1p1Knv75baebMN7xzvhuu/k5htuD7MNhiGcSuyW7bh9OnT+MxnPgMAePDBB/H0009vev9DH/oQhoaGsGfPHrTbbWSzWZw5cwaXL1/G//7f/xsHDx7EY489dtXPujMfNLe8U4FQSFErKVM/wev1ipLy6OgoRkZGAPQG40ajIY6CxcVFdDod7Nu3D/l8XpwPsVgMP/rRj0TU6HpoNpviGPB6vSiVSkilUvB6vVJ+0Wq14Pf7EYlEMDMzg0OHDsn+Pvfcc5IWqQfKW7mG9FbEJgfGTpNOp+UZnpiYkDa4uVwO6XQaAKR1Ksu7PB6PqMCzbjoYDDqUzUOhELxeL+bm5vDaa6+9Mwe3S2iV+HcLZhuMncZsw/VjtsEwjFuFnbANzz77LL797W87Xksmk+KQjkQijjJ+oFfuzxI6/Zljx47hxIkTuO+++/CNb3wD//k//2fEYrG+n70tnArE3YHB7/djfHwc+/btAwAcOXIEIyMjWF9fx/LyMlKplAzSy8vLuHz5MqLRqCNLoVgsbhJu3Co6k8Dv96NQKGBubg75fB6ZTAbAhqZDKBRCMBhEuVyW31peXr6R02DsMDY5MHaaTqcjNqBSqWDPnj0IBoPIZDLiHOWAQDG2SCTSdzulUkls3vr6OtLpNC5evPium2QPImYbjJ3GbMNgYLbBMIx+7IRtOHHiBE6cOOF47ZFHHpH1a6VSkSA6ca9vK5UKYrEYHnroIfnsQw89hC9/+cv46Ec/2vez12LgnArudDiKGLFjw/r6OiYnJ3HfffdhbGwMPp9PnAqzs7O7uk/5fB7VahXlchmRSESiCmxzWS6X8fLLLyOfz1sWwrsMmxwYuwGf82q1ikuXLonYGNvcVioVRCIRaXerO8tEIhG0Wi3JxhoaGgLQW2ycPXvWyqJuEmYbjN3AbMOtj9kGwzD6sVu24fjx43j++edx7NgxvPDCC3jggQc2vf9nf/Zn+O3f/m0sLy+j0+lgbGwMJ06cwB/90R/h2LFjePHFF3Hvvfde9bPXYuCcCppOp4NqtYq5uTnMzc3J67/zO78Dr9eLK1eu4Oc//zkuXrx40/anXq9jeXkZ4XDY0Xvb4/GYPsK7GJscGLuNzrJaWVlxvM5SruHhYdRqNQA9JXefzyeRS9qOWq1mduQmYrbB2G3MNtyamG0wDKMfu2UbTp48iUcffRQnT56Ez+fDU089BQB48skn8bGPfQzHjh3DBz7wATz88MPodDp4/PHHAQBf+tKX8OUvfxk+nw/j4+P48pe/jGg02vez12KgnQqGsVPY5MAwjH6YbTAMox9mGwzD6Mdu2YZQKIS/+Iu/2PT6H/zBH8i/T506hVOnTjnev/fee/Hd73530/f6ffZa3JZOhb/6q796x+sJdVcH492PlaMY7xSMLHo8HhFmI3ZfvvPYNTDeKcw2vLuxa2AYRj8G1TZ43v4jg8c77VAwbj263e7b/jGM3cTddnZQB6VbjZ2wDUwtfPjhh/Gbv/mbuHLlyqbPZLNZ/NIv/RIajcZuHIZxC2O24d2J2QbDMPoxqGuK29KpYBjXy6AaAMMwtsdO2IYf/OAHaDabeOaZZ/C5z30OTzzxhOP9H//4x/j0pz8tosKGYbz7MdtgGEY/BnVNYU4Fw9gC2zUAFm0wjMFkJyYHp0+fxoc//GEAwPvf/36cOXPG8b7H48G3vvUtR89owzDe3ZhtMAyjH4PqVLgtNRUM43rZ7gOuow2vvPIKnnjiCXzjG9+QKUidEgAAC5lJREFU93/84x/jqaeesmiDYdxi7MTgXy6XEY1G5f/Dw8NYX1+H19sboj/4wQ9u+zcMw7i5mG0wDKMft6rT4O2wTAXD2ALb9SpatMEwBpOdiDhEo1FUKhX5f6fTkUWDYRi3JmYbDMPox6BmKphTwTC2wHYNwNWiDeSDH/wgEonEru2/YRi7w05MDo4fP44XXngBAPDKK6/g6NGju73bhmHsMmYbDMPox6A6FczdaRhbYLsPuEUbDGMw2YnB/6GHHsJPf/pTfPKTn0S328VXvvIVfOtb38KBAwfw0Y9+dAf20jCMm43ZBsMw+nGrOg3eDlvVGMYW2G6LruPHj+OHP/whPv7xj1u0wTAGiJ1o3+fxePDHf/zHjteOHDmy6XP/5//8n23/lmEYNwezDYZh9GNQ2/6aU8EwtsB2vYoWbTCMwWRQIw6GYWwPsw2GYfRjUG2DORUMYwts1wBYtMEwBpNBnRwYhrE9zDYYhtGPQbUN5lQwjC0wqAbAMIztYbbBMIx+mG0wDKMfg2obzKlgGFtgUA2AYRjbw2yDYRj9MNtgGEY/BtU2mFPBMLbAoBoAwzC2h9kGwzD6YbbBMIx+DKptMKeCYWyBQTUAhmFsD7MNhmH0w2yDYRj9GFTbYE4Fw9gCg2oADMPYHmYbDMPoh9kGwzD6Mai2wZwKhrEFBtUAGIaxPcw2GIbRD7MNhmH0Y1BtgzkVDGMLdDqdd3oXDMN4F2K2wTCMfphtMAyjH4NqG8ypYBhbYFC9ioZhbA+zDYZh9MNsg2EY/RhU22BOBcPYAoNqAAzD2B5mGwzD6IfZBsMw+jGotsGcCoaxBQbVABiGsT3MNhiG0Q+zDYZh9GNQbYM5FQxjCwyqATAMY3uYbTAMox9mGwzD6Mdu2YZ6vY7Pf/7zyGQyiEQi+OpXv4qxsTHHZ77+9a/jRz/6EbxeLx577DEcO3YMv/d7v4e1tTUAwOLiIn7hF34Bf/7nf47f+Z3fQS6Xg8/nQyAQwDe/+c1r/r45FQxjC9jkwDCMfphtMAyjH2YbDMPox27Zhu985zs4evQoTp06heeeew5PP/00vvCFL8j7Z8+exUsvvYRnn30WqVQKp06dwve//338+Z//OQCgUCjgU5/6FP7wD/8QAHDlyhU899xzGBoa2tLve3b+kAxj8Oh2u2/7xzCM2w+zDYZh9MNsg2EY/dgt23D69Gl8+MMfBgA8+OCDePHFFze9/6EPfQhDQ0PYs2cP2u02stmsvP+Xf/mX+I3f+A1MTk5ibW0NxWIR//bf/lucPHkSP/zhD9/29y1TwTC2gA3+hmH0w2yDYRj9MNtgGEY/dsI2PPvss/j2t7/teC2ZTCIWiwEAIpEISqWS4/1yuYzR0VH5Pz8zNjaGTCaDF198UbIUWq0WPv3pT+NTn/oUCoUCTp48iWPHjiGZTF51n8ypYBhbYFB7yhqGsT3MNhiG0Q+zDYZh9GMnbMOJEydw4sQJx2uPPPIIKpUKAKBSqWBkZMTxfjQalff5GToh/tf/+l/45V/+ZQwPDwMAxsfH8clPfhJerxfJZBLvfe97cfny5Ws6Faz8wTC2gKUxGobRD7MNhmH0w2yDYRj92C3bcPz4cTz//PMAgBdeeAEPPPDApvd/8pOfoNPpYGlpCZ1OR4QcX3zxRTz44IPy2f/7f/8v/sN/+A8Aes6Hixcv4o477rjm71umgmFsARv8DcPoh9kGwzD6YbbBMIx+7JZtOHnyJB599FGcPHkSPp8PTz31FADgySefxMc+9jEcO3YMH/jAB/Dwww+j0+ng8ccfl+9evnwZ+/fvl/9/5CMfwU9+8hN84hOfgMfjwe///u9v6iThZqh7jSPbqtqjYQwa7sdi7969b/udxcXF3dqddx1mG4zbFbMN18Zsg3G7Yrbh2vyn//Sf3uldMIx3hC9+8YuO/w+qbbBMBcPYAhZxMAyjH2YbDMPoh9kGwzD6Mai2wZwKhrEFBtUAGIaxPcw2GIbRD7MNhmH0Y1BtgzkVDGMLDKoBMAxje5htMAyjH2YbDMPox6DaBnMqGMYWGFQDYBjG9jDbYBhGP8w2GIbRj0G1DeZUMIwtMKgGwDCM7WG2wTCMfphtMAyjH4NqG8ypYBhboNPpvNO7YBjGuxCzDYZh9MNsg2EY/RhU22BOBcPYAoPqVTQMY3uYbTAMox9mGwzD6Meg2gZzKhjGFhhUA2AYxvYw22AYRj/MNhiG0Y9BtQ3mVDCMLTCoBsAwjO1htsEwjH6YbTAMox+DahvMqWAYW2BQDYBhGNvDbINhGP0w22AYRj8G1TaYU8EwtsCgGgDDMLaH2QbDMPphtsEwjH4Mqm0wp4JhbIFBNQCGYWwPsw2GYfTDbINhGP0YVNtgTgXD2AKDagAMw9geZhsMw+iH2QbDMPoxqLbBnAqGsQUGtaesYRjbw2yDYRj9MNtgGEY/BtU2mFPBMLbAoHoVDcPYHmYbDMPoh9kGwzD6Mai2wZwKhrEFBtUAGIaxPcw2GIbRD7MNhmH0Y1BtgzkVDGMLDKoBMAxje5htMAyjH2YbDMPox6DaBnMqGMYWGFQDYBjG9jDbYBhGP8w2GIbRj0G1DeZUMIwtMKgGwDCM7WG2wTCMfphtMAyjH4NqG8ypYBhbYFANgGEY28Nsg2EY/TDbYBhGPwbVNphTwTC2wKAaAMMwtofZBsMw+mG2wTCMfgyqbfC80ztgGLcC3W73bf9ci06ng8cffxwPP/wwfvM3fxNXrlxxvP+9730P/+pf/St84hOfwA9/+MPdPBTDMHaQ7doGwOyDYQwiZhsMw+jHTtiGftTrdZw6dQq//uu/jn/9r/81stls389duXIF/+Jf/Av5fzabxac//Wn8+q//On73d38XtVoNwPXbF3MqGMYW6HQ6b/vnWvzgBz9As9nEM888g8997nN44okn5L10Oo2//uu/xne/+1381V/9Fb72ta+h2Wzu9iEZhrEDbNc2AGYfDGMQMdtgGEY/dsI29OM73/kOjh49ir/7u7/Dr/7qr+Lpp5/e9Jm///u/x+/93u85HA5PP/00fvmXfxl/93d/h3vuuQfPPPPMDdmXa5Y/DGp6hmFcL9t9Fk6fPo0Pf/jDAID3v//9OHPmjLz385//HPfffz/8fj/8fj8OHDiAc+fO4dixY9v6zd3EbINh9NiJZ2GQ7IPZBsPoYbbByRe/+MV3ehcM413Bbo2Tp0+fxmc+8xkAwIMPPtjXqRCPx/E3f/M3eOihhxzf++xnPyvf+9rXvob9+/dft30xTQXDuAmUy2VEo1H5//DwMNbX1+H1elEulxGLxeS9SCSCcrn8TuymYRjvAGYfDMPoh9kGwzD68eyzz+Lb3/6247VkMik2IRKJoFQqbfreP/tn/2zTa9qW8Hs3Yl/MqWAYN4FoNIpKpSL/73Q68Hq9fd+rVCqOB9kwjMHG7INhGP0w22AYRj9OnDiBEydOOF575JFHxCZUKhWMjIxsaVu0JcFgUL53I/bFNBUM4yZw/PhxvPDCCwCAV155BUePHpX3jh07htOnT6PRaKBUKuGtt95yvG8YxmBj9sEwjH6YbTAMY6scP34czz//PADghRdewAMPPHDD37sR+zLUtQJIw9h1Op0OvvSlL+HChQvodrv4yle+ghdeeAEHDhzARz/6UXzve9/DM888g263i89+9rP4pV/6pXd6lw3DuEmYfTAMox9mGwzD2Cq1Wg2PPvoo0uk0fD4fnnrqKUxMTODJJ5/Exz72MYcewgc/+EH89Kc/BQCsra3h0UcfRaVSQSKRwFNPPYVwOHzd9sWcCoZhGIZhGIZhGIZh3BBW/mAYhmEYhmEYhmEYxg1hTgXDMAzDMAzDMAzDMG4IcyoYhmEYhmEYhmEYhnFDmFPBMAzDMAzDMAzDMIwbwpwKhmEYhmEYhmEYhmHcEOZUMAzDMAzDMAzDMAzjhjCngmEYhmEYhmEYhmEYN8T/B0a1IxptCW7sAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x270 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Data Generator Definition\n",
    "train_generator = vxm_data_generator(x_train, batch_size=8)\n",
    "in_sample, out_sample = next(train_generator)\n",
    "\n",
    "# visualize\n",
    "images = [img[0, :, :, 0] for img in in_sample + out_sample]\n",
    "titles = ['moving', 'fixed', 'moved ground-truth (fixed)', 'zeros']\n",
    "ne.plot.slices(images, titles=titles, cmaps=['gray'], do_colorbars=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Model Generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From c:\\users\\jinyo\\miniconda3\\envs\\tensorflow\\lib\\site-packages\\tensorflow\\python\\util\\deprecation.py:605: calling map_fn_v2 (from tensorflow.python.ops.map_fn) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use fn_output_signature instead\n"
     ]
    }
   ],
   "source": [
    "# U-Net based unsupervised model (VxmDense)\n",
    "# nb_features : unet convolutional features\n",
    "# int_steps : number of flow integration steps; 0 = disables diffeomorphism\n",
    "nb_features = [\n",
    "    [32, 32, 32, 32],           # Encoder Features\n",
    "    [32, 32, 32, 32, 32, 16]    # Decoder Features\n",
    "]\n",
    "model = vxm.networks.VxmDense(input_shape, nb_features, int_steps=0)\n",
    "\n",
    "# Losses\n",
    "# 'mse' : Similarity\n",
    "# Grad('l2') : Regularization\n",
    "losses = ['mse', vxm.losses.Grad('l2').loss]\n",
    "lambda_param = 0.01\n",
    "loss_weights = [1, lambda_param]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Complie (tensorflow-like)\n",
    "model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=1e-4),\n",
    "              loss=losses,\n",
    "              loss_weights=loss_weights)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.  Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\users\\jinyo\\miniconda3\\envs\\tensorflow\\lib\\site-packages\\tensorflow\\python\\keras\\engine\\training.py:1844: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
      "  warnings.warn('`Model.fit_generator` is deprecated and '\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/200\n",
      "5/5 - 4s - loss: 0.0065 - transformer_loss: 0.0065 - flow_loss: 7.6991e-08\n",
      "Epoch 2/200\n",
      "5/5 - 0s - loss: 0.0072 - transformer_loss: 0.0072 - flow_loss: 9.1835e-07\n",
      "Epoch 3/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 4.1472e-06\n",
      "Epoch 4/200\n",
      "5/5 - 0s - loss: 0.0071 - transformer_loss: 0.0071 - flow_loss: 1.5941e-05\n",
      "Epoch 5/200\n",
      "5/5 - 0s - loss: 0.0067 - transformer_loss: 0.0067 - flow_loss: 5.3916e-05\n",
      "Epoch 6/200\n",
      "5/5 - 0s - loss: 0.0068 - transformer_loss: 0.0068 - flow_loss: 9.4281e-05\n",
      "Epoch 7/200\n",
      "5/5 - 0s - loss: 0.0073 - transformer_loss: 0.0073 - flow_loss: 7.1686e-05\n",
      "Epoch 8/200\n",
      "5/5 - 0s - loss: 0.0073 - transformer_loss: 0.0073 - flow_loss: 4.9940e-05\n",
      "Epoch 9/200\n",
      "5/5 - 0s - loss: 0.0066 - transformer_loss: 0.0066 - flow_loss: 4.9820e-05\n",
      "Epoch 10/200\n",
      "5/5 - 0s - loss: 0.0071 - transformer_loss: 0.0071 - flow_loss: 6.0040e-05\n",
      "Epoch 11/200\n",
      "5/5 - 0s - loss: 0.0061 - transformer_loss: 0.0061 - flow_loss: 7.3405e-05\n",
      "Epoch 12/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 8.5086e-05\n",
      "Epoch 13/200\n",
      "5/5 - 0s - loss: 0.0070 - transformer_loss: 0.0070 - flow_loss: 7.8683e-05\n",
      "Epoch 14/200\n",
      "5/5 - 0s - loss: 0.0071 - transformer_loss: 0.0071 - flow_loss: 7.9442e-05\n",
      "Epoch 15/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 9.5920e-05\n",
      "Epoch 16/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 1.1017e-04\n",
      "Epoch 17/200\n",
      "5/5 - 0s - loss: 0.0067 - transformer_loss: 0.0067 - flow_loss: 1.3167e-04\n",
      "Epoch 18/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 1.5472e-04\n",
      "Epoch 19/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 2.2234e-04\n",
      "Epoch 20/200\n",
      "5/5 - 0s - loss: 0.0071 - transformer_loss: 0.0071 - flow_loss: 2.4518e-04\n",
      "Epoch 21/200\n",
      "5/5 - 0s - loss: 0.0061 - transformer_loss: 0.0061 - flow_loss: 3.4480e-04\n",
      "Epoch 22/200\n",
      "5/5 - 0s - loss: 0.0063 - transformer_loss: 0.0063 - flow_loss: 3.7241e-04\n",
      "Epoch 23/200\n",
      "5/5 - 0s - loss: 0.0062 - transformer_loss: 0.0062 - flow_loss: 4.4320e-04\n",
      "Epoch 24/200\n",
      "5/5 - 0s - loss: 0.0069 - transformer_loss: 0.0069 - flow_loss: 7.3573e-04\n",
      "Epoch 25/200\n",
      "5/5 - 0s - loss: 0.0062 - transformer_loss: 0.0061 - flow_loss: 8.2596e-04\n",
      "Epoch 26/200\n",
      "5/5 - 0s - loss: 0.0064 - transformer_loss: 0.0064 - flow_loss: 0.0012\n",
      "Epoch 27/200\n",
      "5/5 - 0s - loss: 0.0059 - transformer_loss: 0.0059 - flow_loss: 0.0018\n",
      "Epoch 28/200\n",
      "5/5 - 0s - loss: 0.0061 - transformer_loss: 0.0061 - flow_loss: 0.0021\n",
      "Epoch 29/200\n",
      "5/5 - 0s - loss: 0.0054 - transformer_loss: 0.0053 - flow_loss: 0.0031\n",
      "Epoch 30/200\n",
      "5/5 - 0s - loss: 0.0059 - transformer_loss: 0.0058 - flow_loss: 0.0043\n",
      "Epoch 31/200\n",
      "5/5 - 0s - loss: 0.0058 - transformer_loss: 0.0057 - flow_loss: 0.0065\n",
      "Epoch 32/200\n",
      "5/5 - 0s - loss: 0.0065 - transformer_loss: 0.0064 - flow_loss: 0.0079\n",
      "Epoch 33/200\n",
      "5/5 - 0s - loss: 0.0055 - transformer_loss: 0.0054 - flow_loss: 0.0112\n",
      "Epoch 34/200\n",
      "5/5 - 0s - loss: 0.0052 - transformer_loss: 0.0050 - flow_loss: 0.0155\n",
      "Epoch 35/200\n",
      "5/5 - 0s - loss: 0.0051 - transformer_loss: 0.0049 - flow_loss: 0.0203\n",
      "Epoch 36/200\n",
      "5/5 - 0s - loss: 0.0047 - transformer_loss: 0.0044 - flow_loss: 0.0227\n",
      "Epoch 37/200\n",
      "5/5 - 0s - loss: 0.0047 - transformer_loss: 0.0045 - flow_loss: 0.0257\n",
      "Epoch 38/200\n",
      "5/5 - 0s - loss: 0.0049 - transformer_loss: 0.0047 - flow_loss: 0.0276\n",
      "Epoch 39/200\n",
      "5/5 - 0s - loss: 0.0058 - transformer_loss: 0.0055 - flow_loss: 0.0325\n",
      "Epoch 40/200\n",
      "5/5 - 0s - loss: 0.0047 - transformer_loss: 0.0045 - flow_loss: 0.0284\n",
      "Epoch 41/200\n",
      "5/5 - 0s - loss: 0.0049 - transformer_loss: 0.0046 - flow_loss: 0.0294\n",
      "Epoch 42/200\n",
      "5/5 - 0s - loss: 0.0051 - transformer_loss: 0.0047 - flow_loss: 0.0316\n",
      "Epoch 43/200\n",
      "5/5 - 0s - loss: 0.0048 - transformer_loss: 0.0045 - flow_loss: 0.0325\n",
      "Epoch 44/200\n",
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      "Epoch 46/200\n",
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      "Epoch 47/200\n",
      "5/5 - 0s - loss: 0.0047 - transformer_loss: 0.0044 - flow_loss: 0.0320\n",
      "Epoch 48/200\n",
      "5/5 - 0s - loss: 0.0057 - transformer_loss: 0.0054 - flow_loss: 0.0328\n",
      "Epoch 49/200\n",
      "5/5 - 0s - loss: 0.0044 - transformer_loss: 0.0041 - flow_loss: 0.0320\n",
      "Epoch 50/200\n",
      "5/5 - 0s - loss: 0.0048 - transformer_loss: 0.0045 - flow_loss: 0.0340\n",
      "Epoch 51/200\n",
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      "5/5 - 0s - loss: 0.0046 - transformer_loss: 0.0043 - flow_loss: 0.0358\n",
      "Epoch 54/200\n",
      "5/5 - 0s - loss: 0.0042 - transformer_loss: 0.0039 - flow_loss: 0.0335\n",
      "Epoch 55/200\n",
      "5/5 - 0s - loss: 0.0049 - transformer_loss: 0.0045 - flow_loss: 0.0342\n",
      "Epoch 56/200\n",
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      "Epoch 57/200\n",
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      "Epoch 58/200\n",
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      "Epoch 59/200\n",
      "5/5 - 0s - loss: 0.0042 - transformer_loss: 0.0039 - flow_loss: 0.0375\n",
      "Epoch 60/200\n",
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      "Epoch 61/200\n",
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      "Epoch 62/200\n",
      "5/5 - 0s - loss: 0.0049 - transformer_loss: 0.0045 - flow_loss: 0.0407\n",
      "Epoch 63/200\n",
      "5/5 - 0s - loss: 0.0046 - transformer_loss: 0.0042 - flow_loss: 0.0402\n",
      "Epoch 64/200\n",
      "5/5 - 0s - loss: 0.0043 - transformer_loss: 0.0039 - flow_loss: 0.0381\n",
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      "Epoch 66/200\n",
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      "Epoch 67/200\n",
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      "Epoch 69/200\n",
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      "Epoch 70/200\n",
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      "Epoch 75/200\n",
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      "Epoch 76/200\n",
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      "Epoch 77/200\n",
      "5/5 - 0s - loss: 0.0043 - transformer_loss: 0.0039 - flow_loss: 0.0443\n",
      "Epoch 78/200\n",
      "5/5 - 0s - loss: 0.0041 - transformer_loss: 0.0037 - flow_loss: 0.0426\n",
      "Epoch 79/200\n",
      "5/5 - 0s - loss: 0.0042 - transformer_loss: 0.0038 - flow_loss: 0.0392\n",
      "Epoch 80/200\n",
      "5/5 - 0s - loss: 0.0044 - transformer_loss: 0.0040 - flow_loss: 0.0426\n",
      "Epoch 81/200\n",
      "5/5 - 0s - loss: 0.0049 - transformer_loss: 0.0044 - flow_loss: 0.0465\n",
      "Epoch 82/200\n",
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      "Epoch 83/200\n",
      "5/5 - 0s - loss: 0.0041 - transformer_loss: 0.0037 - flow_loss: 0.0448\n",
      "Epoch 84/200\n",
      "5/5 - 0s - loss: 0.0052 - transformer_loss: 0.0047 - flow_loss: 0.0489\n",
      "Epoch 85/200\n",
      "5/5 - 0s - loss: 0.0042 - transformer_loss: 0.0037 - flow_loss: 0.0462\n",
      "Epoch 86/200\n",
      "5/5 - 0s - loss: 0.0043 - transformer_loss: 0.0039 - flow_loss: 0.0474\n",
      "Epoch 87/200\n",
      "5/5 - 0s - loss: 0.0038 - transformer_loss: 0.0034 - flow_loss: 0.0456\n",
      "Epoch 88/200\n",
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      "Epoch 89/200\n",
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      "Epoch 90/200\n",
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      "Epoch 91/200\n",
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      "Epoch 92/200\n",
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      "Epoch 93/200\n",
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      "Epoch 94/200\n",
      "5/5 - 0s - loss: 0.0040 - transformer_loss: 0.0035 - flow_loss: 0.0460\n",
      "Epoch 95/200\n",
      "5/5 - 0s - loss: 0.0038 - transformer_loss: 0.0033 - flow_loss: 0.0486\n",
      "Epoch 96/200\n",
      "5/5 - 0s - loss: 0.0041 - transformer_loss: 0.0036 - flow_loss: 0.0501\n",
      "Epoch 97/200\n",
      "5/5 - 0s - loss: 0.0039 - transformer_loss: 0.0035 - flow_loss: 0.0487\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 98/200\n",
      "5/5 - 0s - loss: 0.0039 - transformer_loss: 0.0035 - flow_loss: 0.0494\n",
      "Epoch 99/200\n",
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      "Epoch 100/200\n",
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      "Epoch 101/200\n",
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      "Epoch 102/200\n",
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      "Epoch 103/200\n",
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      "Epoch 104/200\n",
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      "Epoch 105/200\n",
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      "Epoch 106/200\n",
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      "Epoch 107/200\n",
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      "Epoch 108/200\n",
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      "Epoch 109/200\n",
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      "Epoch 111/200\n",
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      "Epoch 112/200\n",
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      "Epoch 113/200\n",
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      "Epoch 114/200\n",
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      "Epoch 115/200\n",
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      "Epoch 116/200\n",
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      "Epoch 117/200\n",
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      "Epoch 118/200\n",
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      "Epoch 119/200\n",
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      "Epoch 126/200\n",
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      "Epoch 127/200\n",
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      "Epoch 128/200\n",
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      "Epoch 129/200\n",
      "5/5 - 0s - loss: 0.0034 - transformer_loss: 0.0028 - flow_loss: 0.0601\n",
      "Epoch 130/200\n",
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      "Epoch 131/200\n",
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      "Epoch 139/200\n",
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      "Epoch 149/200\n",
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      "Epoch 150/200\n",
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      "Epoch 158/200\n",
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      "Epoch 159/200\n",
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      "Epoch 160/200\n",
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      "Epoch 162/200\n",
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      "Epoch 173/200\n",
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      "Epoch 174/200\n",
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      "Epoch 175/200\n",
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      "Epoch 176/200\n",
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      "Epoch 177/200\n",
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      "Epoch 178/200\n",
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      "Epoch 179/200\n",
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      "Epoch 180/200\n",
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      "Epoch 181/200\n",
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      "Epoch 182/200\n",
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      "Epoch 183/200\n",
      "5/5 - 0s - loss: 0.0031 - transformer_loss: 0.0024 - flow_loss: 0.0662\n",
      "Epoch 184/200\n",
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      "Epoch 185/200\n",
      "5/5 - 0s - loss: 0.0034 - transformer_loss: 0.0027 - flow_loss: 0.0693\n",
      "Epoch 186/200\n",
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      "Epoch 187/200\n",
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      "Epoch 188/200\n",
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      "Epoch 189/200\n",
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      "Epoch 190/200\n",
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      "Epoch 191/200\n",
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      "Epoch 192/200\n",
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      "Epoch 193/200\n",
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      "Epoch 194/200\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 195/200\n",
      "5/5 - 0s - loss: 0.0027 - transformer_loss: 0.0021 - flow_loss: 0.0614\n",
      "Epoch 196/200\n",
      "5/5 - 0s - loss: 0.0032 - transformer_loss: 0.0024 - flow_loss: 0.0721\n",
      "Epoch 197/200\n",
      "5/5 - 0s - loss: 0.0031 - transformer_loss: 0.0024 - flow_loss: 0.0706\n",
      "Epoch 198/200\n",
      "5/5 - 0s - loss: 0.0031 - transformer_loss: 0.0024 - flow_loss: 0.0701\n",
      "Epoch 199/200\n",
      "5/5 - 0s - loss: 0.0031 - transformer_loss: 0.0024 - flow_loss: 0.0711\n",
      "Epoch 200/200\n",
      "5/5 - 0s - loss: 0.0027 - transformer_loss: 0.0020 - flow_loss: 0.0624\n"
     ]
    }
   ],
   "source": [
    "# Use fit_generator instead of fit; 'fit' requires all the data to be in a big array\n",
    "hist = model.fit_generator(train_generator, epochs=200, steps_per_epoch=5, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Loss Plot\n",
    "train_loss = hist.history['loss']\n",
    "plt.figure()\n",
    "plt.plot(train_loss)\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('loss')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Validation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x270 with 8 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Validation Generator Definition\n",
    "val_generator = vxm_data_generator(x_val, batch_size=1)\n",
    "val_input, _ = next(val_generator)\n",
    "\n",
    "# Prediction\n",
    "val_pred = model.predict(val_input)\n",
    "\n",
    "# Visualization\n",
    "images = [img[0, :, :, 0] for img in val_input + val_pred] \n",
    "titles = ['moving', 'fixed', 'moved', 'flow']\n",
    "ne.plot.slices(images, titles=titles, cmaps=['gray'], do_colorbars=True);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ab74d10811af00d8f488d006584039496baf986123e43226977dad875fa15257"
  },
  "kernelspec": {
   "name": "python3",
   "display_name": "Python 3.7.10 64-bit ('tensorflow': conda)"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}